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b/artifacts/analysis/xiiotid__alpha0.25__multiseed__client_validation_summary.csv new file mode 100644 index 0000000..e3de1c8 --- /dev/null +++ b/artifacts/analysis/xiiotid__alpha0.25__multiseed__client_validation_summary.csv @@ -0,0 +1,16 @@ +seed,beta,n_eligible,n_improve_vs_beta0,n_degrade_vs_beta0,n_unchanged,mean_delta_vs_beta0,median_delta_vs_beta0,min_delta_vs_beta0,max_delta_vs_beta0 +0,0.0,10,0,0,10,0.0,0.0,0.0,0.0 +0,0.25,10,2,5,3,-0.0064673967169698865,-0.00222622943520559,-0.04293419597212661,0.01876993547229222 +0,0.5,10,2,7,1,-0.021132734174687993,-0.029027854121098817,-0.07692307692307698,0.05741836974395109 +0,0.75,10,5,4,1,0.037652802750874605,0.0007104290991758952,-0.11166156370194247,0.3758987633016968 +0,1.0,10,4,5,1,-0.037995631629473454,-0.022968705139247758,-0.25698055252395446,0.14104421200350115 +1,0.0,10,0,0,10,0.0,0.0,0.0,0.0 +1,0.25,10,7,1,2,0.02181236632914685,0.022496227330692564,-0.006350012700025401,0.07175976877899254 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a/artifacts/analysis/xiiotid__alpha0.25__seed0__support_weighted__beta0__prototype_snapshot__prototype_effect.csv b/artifacts/analysis/xiiotid__alpha0.25__seed0__support_weighted__beta0__prototype_snapshot__prototype_effect.csv new file mode 100644 index 0000000..69475a3 --- /dev/null +++ b/artifacts/analysis/xiiotid__alpha0.25__seed0__support_weighted__beta0__prototype_snapshot__prototype_effect.csv @@ -0,0 +1,46 @@ +class_id,class_name,beta,n_contributors,support_min,support_max,support_mean,prototype_norm,reference_norm_beta0,displacement_from_beta0,relative_displacement +0,C&C,0.0,10,21,1065,200.4,4.779006743952039,4.779006743952039,0.0,0.0 +0,C&C,0.25,10,21,1065,200.4,4.614577391616592,4.779006743952039,0.8053802494515935,0.1685246103640309 +0,C&C,0.5,10,21,1065,200.4,4.685268392014225,4.779006743952039,1.7282910993003162,0.36164232274572844 +0,C&C,0.75,10,21,1065,200.4,5.044029006129829,4.779006743952039,2.719365234189696,0.5690231003819204 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+8,Weaponization,1.0,8,4.0,8.870359693085554e-05 +8,Weaponization,1.0,9,15.0,0.0003326384884907083 diff --git a/docs/handoff/SESSION_HANDOFF.md b/docs/handoff/SESSION_HANDOFF.md index a30dd21..bc52a03 100644 --- a/docs/handoff/SESSION_HANDOFF.md +++ b/docs/handoff/SESSION_HANDOFF.md @@ -3,25 +3,27 @@ This is the canonical continuation point for the next agent session. It is written to be readable without prior chat history, terminal scrollback, or git history. -Last updated: 2026-09-25 (Session 6 + post-experiment audit). Session 6 type: -**protocol-scaling / stability experiment**. The single Session-5 condition was extended -from seed 0 to seeds `{0,1,2}`; beta was selected by the **pooled-across-seed validation** -rule and the selected beta evaluated on test. **No full grid was launched; no -alpha/dataset expansion was run.** A strict independent audit -(`docs/research/SESSION6_AUDIT.md`) returned **PASS WITH MINOR CORRECTIONS**; `beta_star = -0.75` was independently reproduced from validation artifacts. +Last updated: 2026-09-26 (Session 7, post-experiment audit complete). Session 7 type: +**protocol-scaling / non-IID-severity experiment**. Session 6 completed X-IIoTID `alpha=0.50` +for seeds `{0,1,2}`. Session 7 completed X-IIoTID **`alpha=0.25`** for seeds `{0,1,2}` across +the five frozen beta candidates plus `original_protean`, using the **same pooled-across-seed +validation-only** selection rule. **alpha=0.75 and 5G-NIDD were not run.** No commit or push +was made. -> **Audit summary (Session 6).** Verdict: **PASS WITH MINOR CORRECTIONS**. Independently -> recomputed `beta_star = 0.75` from `val_per_client.csv`/`val_selection.json`; all 15 -> seed×beta seed-level scores and the pooled mean/sample-std match the report exactly. -> Validation-only selection confirmed in code (`analyze_multiseed_beta.py` reads only -> `val_selection.json`; test read in a later block); `test_used_for_selection=false` -> upheld. Rare-class flags match the training-derived definition for all 30 cells; -> manifests reproduce from raw data with disjoint splits. beta=0 vs `original_protean` = -> semantically equivalent + floating-point divergence (class B). Minor corrections: -> persisted `artifacts/analysis/xiiotid__alpha0.5__multiseed__runtime.csv` (runtime -> provenance) and clarified the client improve/degrade counts (unchanged/tie clients). -> **Session 6 is safe to checkpoint.** +> **Audit status (Session 7).** Independent audit verdict: **PASS WITH MINOR CORRECTIONS** +> (`docs/research/SESSION7_AUDIT.md`). `beta_star(alpha=0.25) = 0.00` confirmed from validation +> only; leakage audit PASS; `beta=0` class **B**; source/data integrity PASS; pytest 75 passed, +> 0 failed, 0 skipped, 0 warnings. Corrections were documentation-only (cross-alpha label +> disambiguation + one wording nuance); no `beta_star` or scientific interpretation changed. +> **Session 7 is safe to checkpoint.** + +> **Headline (Session 7).** PRIMARY pooled-validation selected beta for X-IIoTID +> `alpha=0.25` = **0.00** (validation only). The pooled validation curve is monotonically +> **decreasing** in beta at alpha=0.25, whereas at alpha=0.50 it peaked at 0.75. Per-seed +> diagnostics were 0.75 / 0.50 / 0.00. beta=0 is class **B** (semantically equivalent + +> floating-point divergence) for all three seeds; no semantic discrepancy. The realized +> alpha=0.25 partitions are materially more heterogeneous (19/27 class-condition cells with +> `|S_j| < M` vs 7/27 at alpha=0.50). Effect remains small relative to between-seed variance. --- @@ -29,8 +31,8 @@ alpha/dataset expansion was run.** A strict independent audit Build the code and experiment infrastructure for a thesis study that modifies **only the server-side prototype aggregation** of PROTEAN (Chennoufi et al., 2025), a federated -intrusion-detection framework. The planned mechanism weights each contributing client's -class prototype by its class sample support: +intrusion-detection framework. The mechanism weights each contributing client's class +prototype by its class sample support: ``` Cbar_j(beta) = ( sum_{i in S_j} N_ij^beta * C_ij ) / ( sum_{i in S_j} N_ij^beta ) @@ -55,303 +57,345 @@ bitwise identical to the baseline (see §7). - Frozen baseline (`original_protean`) source unchanged; no `equal_available` mode added; beta candidate set unchanged (`{0, .25, .5, .75, 1}`). -## 3. Session 6 objective and outcome +## 3. Session 7 objective and outcome -Objective: extend the validated paired protocol from one seed to seeds `{0,1,2}` for -X-IIoTID alpha=0.50, reuse the seed-0 Session-5 results, run the two new seeds across the -five beta candidates plus `original_protean`, select beta with **pooled validation only**, -evaluate the selected beta on test, and produce cross-seed direct-effect / client-level / -stability analyses + docs. **All acceptance items were met.** No commit or push was made. +Objective: evaluate one additional non-IID severity (X-IIoTID `alpha=0.25`, seeds `{0,1,2}`) +across the five beta candidates using the exact Session-6 three-seed pooled-validation +protocol, and test whether the pooled-selected beta changes under a more heterogeneous +condition. All 18 runs (15 `support_weighted` + 3 `original_protean`) completed with rc=0. +Report: `docs/research/ALPHA025_BETA_VALIDATION.md`. -Outcome: **PRIMARY pooled-validation selected beta = 0.75** (validation only). Per-seed -diagnostic selections varied (0.50 / 1.00 / 0.75), and between-seed variance is comparable -to the between-beta spread, so the selection is arithmetically clear but statistically -weak. The protocol ran cleanly end to end. +Outcome: **PRIMARY pooled-validation selected beta = 0.00** (validation only); +`test_used_for_selection = false` for all 15 support_weighted runs. Pooled means: 0.00 → +0.591704, 0.25 → 0.588691, 0.50 → 0.585851, 0.75 → 0.579463, 1.00 → 0.532099 (monotone +decreasing). Between-seed std 0.045–0.090; the effect is small relative to seed variance. ## 4. Condition and pairing | Field | Value | |---|---| -| dataset / alpha / seeds | `xiiotid` / 0.50 / `{0,1,2}` | -| runs | 15 `support_weighted` + 3 `original_protean` (seed 0 reused; 12 run this session) | +| dataset / alpha / seeds | `xiiotid` / 0.25 / `{0,1,2}` | +| runs | 15 `support_weighted` + 3 `original_protean`, all new this session | | training | 10 clients, 10 rounds, 3 local epochs, batch 256, lr 1e-3, mu 0.1, lambda 1.0, Adam | -| code revision | unchanged from HEAD `50f2da72166e4f609077d65b4916f745da5e8e3b`; only read-only analysis code added | +| code revision | unchanged from HEAD `6b97a0d38b839c737c49f41006817503d0672871`; only docs/analysis artifacts added | -Manifests (reused, never regenerated; one content hash per seed across all six runs): +Manifests (reused, never regenerated; one content hash per seed across all six runs; each was +reproduced from the raw dataset with split/`N_ij`/partition hashes verified): | seed | manifest | content hash | partition hash | split hash | rng seed | |---|---|---|---|---|---| -| 0 | `artifacts/partitions/xiiotid__alpha0.5__seed0.json` | `e81a6538…` | `2465485539…` | `d0acc0c1…` | 2009062324 | -| 1 | `artifacts/partitions/xiiotid__alpha0.5__seed1.json` | `54ea1df1…` | `4061c5a1…` | `880a9f82…` | 621679668 | -| 2 | `artifacts/partitions/xiiotid__alpha0.5__seed2.json` | `be881ac6…` | `1118e7fa…` | `8e0db0be…` | 1438483982 | +| 0 | `artifacts/partitions/xiiotid__alpha0.25__seed0.json` | `839ba18e…` | `60faf299…` | `d0acc0c1…` | 1617371214 | +| 1 | `artifacts/partitions/xiiotid__alpha0.25__seed1.json` | `84c20b4b…` | `6ffb10ae…` | `880a9f82…` | 1670706564 | +| 2 | `artifacts/partitions/xiiotid__alpha0.25__seed2.json` | `d6e68ee1…` | `c8e1ad31…` | `8e0db0be…` | 795318573 | Pairing proof: round-0 snapshot byte-identical across the five betas **and** -`original_protean` within each seed — seed 0 `e27f41b3a62eb83c…`, seed 1 -`b7f61c995e97474c…`, seed 2 `5b749f4185e11fc7…`. `train_support_Nij.csv`, -`characterization.csv`, `rare_unseen.csv` identical across each seed's runs. -`manifest_reload_ok = true` everywhere. +`original_protean` within each seed — seed 0 `cd821beb…`, seed 1 `59d2d2bc…`, seed 2 +`47befeff…`. `train_support_Nij.csv`, `characterization.csv`, `rare_unseen.csv` identical +across each seed's runs. `manifest_reload_ok = true`, `smoke = false` everywhere. ## 5. Validation results (USED FOR SELECTION) and pooled selection -Primary metric: validation per-client-mean rare-class macro-F1. All 10 clients eligible -in every seed. Full per-seed table: -`artifacts/analysis/xiiotid__alpha0.5__multiseed__validation_per_seed.csv`. +Primary metric: validation per-client-mean rare-class macro-F1. All 10 clients eligible in +every seed. Full tables: `artifacts/analysis/xiiotid__alpha0.25__multiseed__validation_per_seed.csv`. Per-seed validation per-client-mean rare-class macro-F1: | beta | seed 0 | seed 1 | seed 2 | |---|---|---|---| -| 0.00 | 0.557340 | 0.628624 | 0.447118 | -| 0.25 | 0.571787 | 0.636205 | 0.458310 | -| 0.50 | 0.585762 | 0.645189 | 0.471015 | -| 0.75 | 0.578003 | 0.655160 | 0.504937 | -| 1.00 | 0.551443 | 0.683117 | 0.485877 | +| 0.00 | 0.616380 | 0.492425 | 0.666307 | +| 0.25 | 0.609913 | 0.514237 | 0.641922 | +| 0.50 | 0.595247 | 0.537040 | 0.625267 | +| 0.75 | 0.654033 | 0.535672 | 0.548685 | +| 1.00 | 0.578385 | 0.530942 | 0.486970 | Pooled across seeds (`...__validation_pooled.csv`): | beta | pooled mean | std (sample) | min | max | selected | |---|---|---|---|---|---| -| 0.00 | 0.544361 | 0.091447 | 0.447118 | 0.628624 | | -| 0.25 | 0.555434 | 0.090068 | 0.458310 | 0.636205 | | -| 0.50 | 0.567322 | 0.088539 | 0.471015 | 0.645189 | | -| **0.75** | **0.579367** | **0.075121** | 0.504937 | 0.655160 | **yes** | -| 1.00 | 0.573479 | 0.100450 | 0.485877 | 0.683117 | | +| **0.00** | **0.591704** | 0.089529 | 0.492425 | 0.666307 | **yes** | +| 0.25 | 0.588691 | 0.066435 | 0.514237 | 0.641922 | | +| 0.50 | 0.585851 | 0.044858 | 0.537040 | 0.625267 | | +| 0.75 | 0.579463 | 0.064906 | 0.535672 | 0.654033 | | +| 1.00 | 0.532099 | 0.045718 | 0.486970 | 0.578385 | | -- **PRIMARY selected beta (`beta_star`) = 0.75**, max pooled validation per-client-mean - rare-class macro-F1; **no tie-break used**; `test_used_for_selection = false` for all 15 - runs. The secondary pooled recall is highest at beta=0.25 (recall is only a tie-break). -- **SECONDARY per-seed diagnostics only:** seed 0 → 0.50, seed 1 → 1.00, seed 2 → 0.75. - These are stability diagnostics, not the condition's selection rule. +- **PRIMARY selected beta (`beta_star_alpha025`) = 0.00**, max pooled validation + per-client-mean rare-class macro-F1; **no tie-break used**; selection is validation-only. +- **SECONDARY per-seed diagnostics only:** seed 0 → 0.75, seed 1 → 0.50, seed 2 → 0.00. ## 6. Final test evaluation of the pooled-selected beta -`beta_star = 0.75` was fixed from pooled validation before test was read. +`beta_star = 0.00` was fixed from pooled validation before test was read. -| metric (test) | seed 0 | seed 1 | seed 2 | mean ± std | +| metric (test) | seed 0 | seed 1 | seed 2 | mean ± std (sample) | |---|---|---|---|---| -| rare-class macro-F1 | 0.636189 | 0.671937 | 0.688381 | 0.665503 ± 0.026685 | -| rare-class recall | 0.857543 | 0.851883 | 0.878321 | 0.862583 ± 0.013921 | -| macro-F1 | 0.726298 | 0.729015 | 0.738194 | 0.731169 ± 0.006234 | -| accuracy | 0.888670 | 0.925493 | 0.905012 | 0.906392 ± 0.018450 | -| weighted-F1 | 0.922278 | 0.944734 | 0.933884 | 0.933632 ± 0.011230 | +| rare-class macro-F1 | 0.641362 | 0.580555 | 0.674489 | 0.632136 ± 0.047642 | +| rare-class recall | 0.830701 | 0.825699 | 0.807370 | 0.821257 ± 0.012283 | +| macro-F1 | 0.674558 | 0.665039 | 0.704433 | 0.681343 ± 0.020555 | +| accuracy | 0.874551 | 0.863490 | 0.884002 | 0.874015 ± 0.010267 | +| weighted-F1 | 0.906156 | 0.899864 | 0.914627 | 0.906882 ± 0.007408 | `original_protean` for the same seeds/condition: -| metric (test) | seed 0 | seed 1 | seed 2 | mean ± std | +| metric (test) | seed 0 | seed 1 | seed 2 | mean ± std (sample) | |---|---|---|---|---| -| rare-class macro-F1 | 0.609620 | 0.655665 | 0.662275 | 0.642520 ± 0.028683 | -| rare-class recall | 0.871487 | 0.889365 | 0.870018 | 0.876957 ± 0.010771 | -| macro-F1 | 0.707701 | 0.709176 | 0.710017 | 0.708965 ± 0.001172 | -| accuracy | 0.890432 | 0.900885 | 0.907045 | 0.899454 ± 0.008398 | -| weighted-F1 | 0.917585 | 0.929132 | 0.927481 | 0.924733 ± 0.006245 | +| rare-class macro-F1 | 0.639810 | 0.582522 | 0.676039 | 0.632790 ± 0.047152 | +| rare-class recall | 0.829601 | 0.826700 | 0.809595 | 0.821965 ± 0.010811 | +| macro-F1 | 0.673103 | 0.666981 | 0.705969 | 0.682018 ± 0.020967 | +| accuracy | 0.873722 | 0.867341 | 0.885231 | 0.875431 ± 0.009067 | +| weighted-F1 | 0.905466 | 0.902075 | 0.915416 | 0.907652 ± 0.006934 | -Test columns are **descriptive only** and played no part in selection. No superiority or -generalisation is claimed: single dataset, single alpha, three project-defined seeds, and -between-seed spread ~ between-method difference. +Descriptive difference for test rare-class macro-F1 (`beta_star` − `original_protean`) is ++0.001552 / −0.001967 / −0.001550 (mean −0.000655) — i.e. essentially identical, as expected +because `beta = 0` is mathematically the equal mean over `S_j`. Test is descriptive only; no +superiority or generalisation is claimed. -## 7. `beta = 0` equivalence result (seeds 1 and 2) +## 7. `beta = 0` equivalence result (all three seeds) -For seeds 1 and 2, `support_weighted beta=0` vs frozen `original_protean`: +For seeds 0, 1, 2, `support_weighted beta=0` vs frozen `original_protean`: - Same manifest/split/hashes: **yes**. -- Round-0 snapshot byte-identical: **yes** (seed 1 `b7f61c99…`, seed 2 `5b749f41…`). +- Round-0 snapshot byte-identical: **yes** (`cd821beb…`, `59d2d2bc…`, `47befeff…`). - `train_support_Nij.csv`, `characterization.csv`, `rare_unseen.csv`: **identical**. -- Aggregation: **mathematically equivalent, not bitwise** (`Σ(C/count)` vs - `Σ((1/count)·C)`, ~1 ULP ordering difference that feeds back through round≥1). -- Test/history/per-client/per-class: **differ slightly**. -- Classification: **mathematically equivalent + floating-point numerical divergence; - no semantic discrepancy** in either seed. Same result as Session 5 seed 0. +- Independent aggregation (`ΣC/n` vs `(1/n)ΣC`): ≤ 4.4e-16 (1 ULP ordering). +- Test/history/per-client/per-class: **differ slightly** (history rare-macro-F1 max diff + 3.6e-3–6.6e-3; test metric max diff 1.6e-3–3.9e-3). +- Classification: **B — mathematically equivalent + floating-point numerical divergence; no + semantic discrepancy** in any seed. Machine-readable: + `artifacts/analysis/xiiotid__alpha0.25__multiseed__beta0_equivalence.csv`. Conditional on the shared `S_j` reproduction assumption; not proof `beta=0` reproduces original PROTEAN. -## 8. Direct prototype-effect findings (fixed round-0 snapshots, no retraining) +## 8. Partition characterization (realized) -`||Cbar_j(1) - Cbar_j(0)||`, cross-seed mean (std): +`|S_j| < M` class-condition cells and missing client-class cells (training split): -- Largest means: `Lateral_movement` 2.724 (1.035), `RDOS` 2.631 (1.165), - `Weaponization` 2.561 (1.228), `Tampering` 2.354 (1.165), `Exploitation` 2.344 (0.412). -- Smallest: `Reconnaissance` 1.002 (0.261), `Normal` 1.557 (0.548), `C&C` 1.694 (0.505). -- Every class moves for beta>0 (all classes have unequal support); the **rank order is - seed-sensitive** (seed 0 top = Weaponization, seed 1 top = RDOS, seed 2 top = - Lateral_movement). Displacement is a direct-aggregation measure only, not a detection - result. Outputs: `...__prototype_effect_pooled.csv` and the per-seed - `...__prototype_snapshot__prototype_effect.csv` / `..._weights.csv`. +| condition | `|S_j| < M` cells | missing client-class cells | client-size max/min (seeds) | +|---|---|---|---| +| alpha=0.25 | **19 / 27** | **38** | 15.6, 20.8, 7.8 | +| alpha=0.50 | 7 / 27 | 9 | 5.1, 7.2, 9.9 | -## 9. Client-level findings (validation, vs beta = 0) +Union unseen classes per seed: alpha=0.25 = 6/6/5 (max 4 on a client); alpha=0.50 = 3/3/1 +(max 2). Union rare classes per seed: alpha=0.25 = 8/7/8; alpha=0.50 = 6/7/7. All clients have +exactly two rare classes at both alphas. Full per-class `N_ij`, CV and max/min in +`docs/research/ALPHA025_BETA_VALIDATION.md` §B. The lower alpha does **not** uniformly increase +every realized statistic (e.g. alpha=0.25 seed 2 client-size ratio 7.8 < alpha=0.50 seed 2's +9.9), so interpretation uses the realized partitions, not alpha alone. -Full detail: `...__multiseed__client_validation_detail.csv`; summary: +## 9. Direct prototype-effect findings (fixed round-0 snapshots, no retraining) + +`||Cbar_j(1) - Cbar_j(0)||`, cross-seed mean (std), alpha=0.25 vs alpha=0.50: + +| class | a25 mean (std) | a50 mean (std) | +|---|---|---| +| Exfiltration | 4.316 (0.898) | 2.020 (0.502) | +| Tampering | 4.248 (0.241) | 2.354 (1.165) | +| C&C | 4.020 (0.290) | 1.694 (0.505) | +| Lateral_movement | 3.726 (1.383) | 2.724 (1.035) | +| Exploitation | 3.464 (1.113) | 2.344 (0.412) | +| Reconnaissance | 3.339 (1.107) | 1.002 (0.261) | +| Weaponization | 3.124 (0.585) | 2.561 (1.228) | +| RDOS | 2.566 (1.219) | 2.631 (1.165) | +| Normal | 1.997 (0.533) | 1.557 (0.548) | + +Mean displacement across classes is larger at alpha=0.25 (3.42) than alpha=0.50 (2.10), because +support is more imbalanced and more classes are missing contributors. Displacement is a +direct-aggregation measure only, not a detection result. Outputs: +`artifacts/analysis/xiiotid__alpha0.25__multiseed__prototype_effect_pooled.csv` and per-seed +`...__seed{0,1,2}__support_weighted__beta0__prototype_snapshot__prototype_effect.csv`. + +## 10. Client-level findings (validation, vs beta = 0) + +Detail: `...__multiseed__client_validation_detail.csv`; summary: `...__client_validation_summary.csv`. -- At `beta = 0.75`, improve/degrade/**unchanged** counts are 7/3/0 (seed 0), 8/1/1 - (seed 1, tie = client 7), 8/1/1 (seed 2, tie = client 4); mean Δ is positive in all - three (+0.021 / +0.027 / +0.058). -- At `beta = 1.00`, seed 0 flips to 4 improve / 6 degrade / 0 unchanged, while seed 1 - improves 9/10 with 1 unchanged (client 7) — the high-beta response is seed-dependent. -- `min positive attack N_ij` vs ΔF1 is **non-monotonic**: N=1 clients range −0.021…+0.041 - at beta=0.75; the largest gain (+0.177) is an N=10 client; low support neither - systematically benefits nor degrades. Client ids are different realisations across - seeds and are not treated as one population. Descriptive only. +- At alpha=0.25 the higher-beta response is **seed-dependent and often negative**: + improve/degrade/unchanged at beta=0.75 = 5/4/1 (seed 0, mean Δ +0.038), 5/4/1 (seed 1, + +0.043), 3/5/2 (seed 2, −0.118). At beta=1.00 seed 2 degrades 6/10 clients with a worst + client Δ = −0.678, while seed 1 still gains on average. +- This **contrasts with alpha=0.50**, where beta=0.75 improved the majority of clients in every + seed. Client ids are per-seed realisations and are not one population; the analysis is + descriptive and non-causal, and `N_ij` vs ΔF1 remains non-monotonic. -## 10. Runtime / resources +## 11. Comparison with alpha=0.50 (RQ3) -CPU only, no GPU, no swap, exit 0 on all 18 runs (15 new-session + reused). Per-run -wall-clock 40:23–42:21; CPU 733–745 %; peak RSS 6.21 GiB (seed 0), 7.48 GiB (seed 1), -6.45 GiB (seed 2). New compute this session: 12 runs, ≈ 8 h 11 m wall-clock, run -sequentially (8 cores; concurrent runs would not reduce total CPU work). -Seed-0 numbers were reused and not re-run. Machine-readable per-run values: -`artifacts/analysis/xiiotid__alpha0.5__multiseed__runtime.csv` (added by the audit; -seed 0 sourced from Session-5 docs, seeds 1–2 from `/usr/bin/time -v` logs). +| | alpha=0.50 | alpha=0.25 | +|---|---|---| +| pooled-selected beta | 0.75 | **0.00** | +| pooled validation curve | rises to 0.75 | monotone decreasing | +| pooled mean range | 0.544–0.579 | 0.532–0.592 | +| pooled std range | 0.075–0.100 | 0.045–0.090 | +| `|S_j| < M` cells | 7/27 | 19/27 | +| mean `||Cbar(1)−Cbar(0)||` | 2.10 | 3.42 | -## 11. Methodological decisions / assumptions +The selection **changes** with non-IID severity. This is documented as a descriptive +association accompanied by the realized partition characteristics; **no causal claim is made +that alpha by itself caused the difference**. The effect is small relative to between-seed +variance at both settings. + +> **Audited label (do not confuse).** Condition-level **pooled** selections are alpha=0.50 → +> **0.75** and alpha=0.25 → **0.00**. The value **0.50** is only the Session-5 **seed-0 +> single-condition** choice and the Session-6 alpha=0.50 **per-seed diagnostic** for seed 0; +> it is not the alpha=0.50 pooled selection. Any "0.50 → 0.00" phrasing for condition-level +> pooled selection is wrong. Verified in `docs/research/SESSION7_AUDIT.md` §M. + +## 12. Runtime / resources + +CPU only, no GPU, no swap, exit 0 on all 18 runs. Per-run wall-clock 39:49–42:12; CPU +741–746 %; peak RSS 8.38 GiB (seed 0), 10.80 GiB (seed 1), 7.51 GiB (seed 2). New compute: +18 runs, ≈ 43,799 s ≈ **12.17 h** wall-clock, sequential (8 cores). Machine-readable: +`artifacts/analysis/xiiotid__alpha0.25__multiseed__runtime.csv`. + +## 13. Methodological decisions / assumptions 1. **`S_j` participant/denominator rule** (`S_j = {i | N_ij > 0 and valid C_ij}`, equal - weights in the baseline) is a **REPRODUCTION ASSUMPTION**; material in 53/162 - class-condition cells (32.7 %), 15/18 conditions (`BASELINE_VALIDATION.md` §D). - Carry this caveat in all reporting. + weights in the baseline) is a **REPRODUCTION ASSUMPTION**; material in 19/27 + class-condition cells at alpha=0.25 (7/27 at alpha=0.50). Carry this caveat in all reporting. 2. `N_ij` is class-specific sample support, not prototype quality. 3. Beta is one value for all classes/clients; candidates frozen at `{0,.25,.5,.75,1}`. -4. **PRIMARY selection = pooled validation across clients and seeds**; per-seed selection - is secondary stability diagnostics; test used only after the pooled beta is fixed. - Documented in `EXPERIMENT_PROTOCOL.md` §8 (updated this session). -5. The union of rare classes (and global rare support) differs by seed because partitions - differ; only the per-client-mean metric is directly comparable across seeds. -6. `lambda=1.0`, Adam, lr 1e-3, batch 256 remain PROJECT DECISIONS. No `equal_available` - mode was added. +4. **PRIMARY selection = pooled validation across clients and seeds**; per-seed selection is + secondary stability diagnostics; test used only after the pooled beta is fixed. +5. The `scripts/analyze_multiseed_beta.py` already supported `--alpha` (default 0.5) and + already includes alpha in output names; **no code change was needed**. alpha=0.50 outputs + were re-run and are byte-identical to the Session-6 artifacts (reproducibility verified). +6. `lambda=1.0`, Adam, lr 1e-3, batch 256 remain PROJECT DECISIONS. No `equal_available` mode. -## 12. Unresolved questions / blockers +## 14. Unresolved questions / blockers 1. `S_j` reproduction ambiguity — unresolved; no official PROTEAN code exists. -2. **Pooled beta selection is statistically weak here:** pooled means span only - 0.544→0.579 while within-beta across-seed std is 0.075–0.100; three seeds give a - standard error of the same order as the between-beta spread. The beta effect is small - relative to seed variance. -3. `beta = 0` is not bitwise identical to `original_protean`; documentation decision on how - to report this remains open. +2. **Pooled beta selection remains statistically weak at both alphas (descriptive only):** + the across-seed sample std (0.045–0.090) is comparable to, or larger than, the total + between-beta pooled-mean spread (0.035 at alpha=0.50, 0.060 at alpha=0.25). No inferential + test was performed, so this is a descriptive comparison, not evidence of insignificance. +3. `beta = 0` is not bitwise identical to `original_protean`; documentation decision on how to + report this remains open. 4. Session-2 manifests still store `preprocessing_hash = null` / `config_hash = null`. -5. Only alpha=0.50, X-IIoTID, three seeds measured. +5. Only alpha=0.25 and 0.50, X-IIoTID, three seeds measured. No 5G-NIDD beta result. +6. The alpha=0.25 result (pooled-selected beta = 0) is **one additional condition, not yet a + trend across alpha**. Whether any relationship between non-IID severity and the selected beta + is monotone would require alpha=0.75 (and is still not implied by two conditions). -**Audit status (see `docs/research/SESSION6_AUDIT.md`).** No unresolved issue that could -change `beta_star` or the scientific interpretation. One inherent audit limitation: the -trained model is not persisted, so per-client prediction metrics cannot be recomputed -without retraining (forbidden); they were verified via defining source code, exact -agreement of their mean with `val_selection.json`, and exact agreement of the global -union-rare metric recomputed from `val_confusion_matrix.json`. Pooled std uses the -**sample** convention (ddof=1), labelled "(sample)" in the report. +## 15. Git status -## 13. Git status - -No commit or push was made. `git status --short` (results/ is ignored): +No commit or push was made. `git status --short` shows only untracked docs/analysis/run +artifacts (`results/` is gitignored; `artifacts/analysis/` is intentionally tracked): ``` M docs/handoff/SESSION_HANDOFF.md - M docs/research/EXPERIMENT_PROTOCOL.md -?? docs/research/MULTISEED_BETA_VALIDATION.md -?? docs/research/SESSION6_AUDIT.md -?? scripts/analyze_multiseed_beta.py -?? artifacts/analysis/xiiotid__alpha0.5__multiseed__*.csv / __selection_summary.json -?? artifacts/analysis/xiiotid__alpha0.5__seed{1,2}__*__prototype_snapshot.json -?? artifacts/analysis/xiiotid__alpha0.5__seed{1,2}__support_weighted__beta0__prototype_snapshot__{prototype_effect,prototype_weights}.csv -?? artifacts/analysis/xiiotid__alpha0.5__seed0__support_weighted__beta{0.25,0.5,0.75,1}__prototype_snapshot.json (pre-existing from Session 5) +?? docs/research/ALPHA025_BETA_VALIDATION.md +?? docs/research/SESSION7_AUDIT.md +?? artifacts/analysis/xiiotid__alpha0.25__* (runs' snapshots, effect CSVs, multiseed tables) +?? (pre-existing Session-5/6 untracked alpha=0.5 views, unchanged) ``` -`planningawal/` and both raw datasets are unchanged; `results/` is gitignored. -`HEAD = 50f2da72166e4f609077d65b4916f745da5e8e3b`. No commit or push was made. +`planningawal/` and both raw datasets are unchanged (audit re-verified SHA-256: +X-IIoTID `7b929005…`, 5G-NIDD `fa36f808…`). No model/training/aggregation source changed +(working-tree blobs equal HEAD). `artifacts/partitions/` unmodified. No alpha=0.75 run and no +5G-NIDD `support_weighted` run exists. `equal_available` absent. +`HEAD = 6b97a0d38b839c737c49f41006817503d0672871`. No commit or push was made. -## 14. Files created / modified this session +## 15b. Session 7 audit result (independent) + +- Verdict: **PASS WITH MINOR CORRECTIONS** (`docs/research/SESSION7_AUDIT.md`). +- Run inventory 18/18, pairing hash-identical, manifests reproduced from raw data. +- Validation recomputed exactly; **pooled `beta_star(alpha=0.25) = 0.00`** (validation only, + monotone decreasing in beta). `beta_star` test and `original_protean` test means/stds exact. +- Leakage audit: selection reads validation only; `test_used_for_selection=false` upheld. +- `beta=0` equivalence: class **B** for all three seeds (no semantic discrepancy). +- Source/data integrity: PASS. pytest: **75 passed, 0 failed, 0 skipped, 0 warnings**. +- Corrections: cross-alpha label disambiguation (documentation-only) and one wording nuance. + No arithmetic, metric-label, std-convention, or provenance defect was found. + +## 16. Files created / modified this session Created: -- `docs/research/MULTISEED_BETA_VALIDATION.md` -- `docs/research/SESSION6_AUDIT.md` (post-experiment audit) -- `scripts/analyze_multiseed_beta.py` -- `artifacts/analysis/xiiotid__alpha0.5__multiseed__*` (validation per-seed/pooled, - client summary/detail/deltas, prototype-effect pooled, test descriptive, selection - summary, and `...__runtime.csv` added by the audit) -- seed-1/seed-2 `results/...` run dirs (gitignored) and their snapshots / effect CSVs +- `docs/research/ALPHA025_BETA_VALIDATION.md` +- `docs/research/SESSION7_AUDIT.md` (independent post-experiment audit) +- `artifacts/analysis/xiiotid__alpha0.25__seed{0,1,2}__*__prototype_snapshot.json` +- `artifacts/analysis/xiiotid__alpha0.25__seed{0,1,2}__support_weighted__beta0__prototype_snapshot__{prototype_effect,prototype_weights}.csv` +- `artifacts/analysis/xiiotid__alpha0.25__multiseed__{validation_per_seed,validation_pooled,client_validation_deltas,client_validation_detail,client_validation_summary,prototype_effect_pooled,test_descriptive,runtime,beta0_equivalence}.csv` and `...__selection_summary.json` +- `results/xiiotid__alpha0.25__seed{0,1,2}__*` (18 run dirs, gitignored) Modified: -- `docs/research/EXPERIMENT_PROTOCOL.md` (§8 selection hierarchy clarified) - `docs/handoff/SESSION_HANDOFF.md` (this file) -Reused (not regenerated): all seed-0 Session-5 runs and artifacts. +No source or test code was changed. `scripts/analyze_multiseed_beta.py` was re-run for +alpha=0.50 and produced byte-identical outputs. -## 15. Exact recommended next phase +## 17. Exact recommended next phase -**Session 6 is safe to checkpoint** (audit PASS WITH MINOR CORRECTIONS; no issue affects -`beta_star`). The protocol is **mechanically** ready to scale, but Session 6 shows the beta -effect at alpha=0.50 is small relative to seed-to-seed variance. Recommended, in order: +1. **Session 7 is audited and safe to checkpoint** (verdict PASS WITH MINOR CORRECTIONS; + see §15b and `docs/research/SESSION7_AUDIT.md`). alpha=0.25 behaved cleanly: pairing valid, + beta=0 class B, pooled selection clean, artifacts complete, no test leakage, runtime + manageable (≈12 h per alpha). Before checkpointing, stage only the intended docs/analysis + artifacts; do not commit `results/` or the raw datasets. +2. **Next experiment:** run X-IIoTID `alpha=0.75` under the same protocol (seeds `{0,1,2}`, + five betas + `original_protean`, sequential, reusing frozen manifests, pooled + validation-only selection), then test evaluation, direct-effect, client-level, and + cross-alpha comparison. This would complete the three planned non-IID severities. Do **not** + infer a monotone alpha→beta relation from two conditions. +3. Do **not** treat `beta = 0.00` (alpha=0.25) or `0.75` (alpha=0.50) as optima. Report each as + "best among tested candidates under pooled validation for that condition". +4. **Do not launch 5G-NIDD or the full grid** until alpha=0.75 is inspected. +5. Use `.venv/bin/python`. Run one alpha at a time; measure runtime as before. +6. Update `docs/research/ALPHA025_BETA_VALIDATION.md` (or add `ALPHA075_BETA_VALIDATION.md`), + `EXPERIMENT_PROTOCOL.md` only if a real ambiguity appears, and this handoff. Do not commit or + push unless asked. -1. **Do not treat beta=0.75 as a settled optimum.** Report it as "best among tested - candidates under pooled validation for X-IIoTID alpha=0.50". -2. Before expanding alpha, decide the interpretation question: is the goal to characterise - small beta effects against seed noise (requires more seeds), or to run alpha=0.25/0.75 - as a paired characterisation (accepting the same weak-effect caveat)? -3. If expanding, run alpha=0.25 then alpha=0.75 for seeds `{0,1,2}`, the five betas each, - reusing frozen manifests, sequentially (~8 h per alpha), with the same pooled - validation-only selection. Extend `scripts/analyze_multiseed_beta.py` with `--alpha`. -4. Do **not** launch 5G-NIDD or the full grid until the alpha results are inspected. - -## 16. Important commands +## 18. Important commands ```bash # Tests (75 expected) .venv/bin/python -m pytest -# One full paired beta run (CPU, ~41 min, ~6.5-7.5 GiB) -.venv/bin/python scripts/run_baseline.py --dataset xiiotid --alpha 0.5 --seed 1 \ +# One full paired beta run (CPU, ~40 min, ~7.5-11.3 GiB) +.venv/bin/python scripts/run_baseline.py --dataset xiiotid --alpha 0.25 --seed 1 \ --clients 10 --rounds 10 --local-epochs 3 \ --aggregation-mode support_weighted --beta 0.5 -# Pooled multi-seed validation analysis (read-only, no retraining) -.venv/bin/python scripts/analyze_multiseed_beta.py --dataset xiiotid --alpha 0.5 \ - --seeds 0 1 2 +# Pooled multi-seed validation analysis (read-only, no retraining; --alpha already supported) +.venv/bin/python scripts/analyze_multiseed_beta.py --dataset xiiotid --alpha 0.25 --seeds 0 1 2 # Direct prototype-effect analysis (no retraining) .venv/bin/python scripts/analyze_prototype_effect.py \ - --snapshot artifacts/analysis/xiiotid__alpha0.5__seed1__support_weighted__beta0__prototype_snapshot.json \ + --snapshot artifacts/analysis/xiiotid__alpha0.25__seed0__support_weighted__beta0__prototype_snapshot.json \ --class-names "C&C,Exfiltration,Exploitation,Lateral_movement,Normal,RDOS,Reconnaissance,Tampering,Weaponization" \ --output-dir artifacts/analysis ``` -## 17. Recommended next-session prompt +## 19. Recommended next-session prompt ``` -You are continuing the perdalam-protean research repository (Session 7). +You are continuing the perdalam-protean research repository (Session 8). FIRST, read completely: 1. docs/handoff/SESSION_HANDOFF.md - 2. docs/research/MULTISEED_BETA_VALIDATION.md - 3. docs/research/SESSION6_AUDIT.md + 2. docs/research/ALPHA025_BETA_VALIDATION.md + 3. docs/research/MULTISEED_BETA_VALIDATION.md 4. docs/research/EXPERIMENT_PROTOCOL.md 5. docs/baseline/BASELINE_VALIDATION.md Critical rules: - - planningawal/ is immutable. Do not edit/create/move/rename/delete anything inside it. - - ~/datasets/X-IIoTID/X-IIoTID-dataset.csv and ~/datasets/5G-NIDD/5G-NIDD.csv are - read-only external source data. Do not modify or copy them into the repo. - - The S_j participant rule is a REPRODUCTION ASSUMPTION (material in 32.7% of - class-condition cells). Carry this caveat in all reporting. + - planningawal/ is immutable. + - ~/datasets/X-IIoTID/X-IIoTID-dataset.csv and ~/datasets/5G-NIDD/5G-NIDD.csv are read-only. + - The S_j participant rule is a REPRODUCTION ASSUMPTION (material in 19/27 cells at alpha=0.25). - Do NOT add an executable equal_available mode. - - Do NOT launch the full alpha x seed x dataset x beta grid. - - Beta selection uses validation metrics only; test never influences selection. - - PRIMARY selection is pooled across clients and seeds; per-seed selection is - diagnostic only. + - Beta selection uses validation only; PRIMARY is pooled across clients and seeds. + - Do NOT launch 5G-NIDD or the full grid. -Context: Session 6 completed X-IIoTID alpha=0.50 for seeds {0,1,2} across beta in -{0,0.25,0.5,0.75,1}. Seed 0 was reused from Session 5. Pooled validation selected -beta=0.75 (val per-client-mean rare macro-F1 0.579367); per-seed diagnostics were -0.50/1.00/0.75. Pooled-selected test rare macro-F1 0.665503 +/- 0.026685 vs -original_protean 0.642520 +/- 0.028683. beta=0 is mathematically but not bitwise equal -to original_protean (float ordering), no semantic discrepancy. Between-seed variance is -comparable to the between-beta spread, so the selection is weak. A strict independent -audit (docs/research/SESSION6_AUDIT.md) returned PASS WITH MINOR CORRECTIONS and -independently reproduced beta_star=0.75 from validation artifacts alone. +Context: Session 7 completed X-IIoTID alpha=0.25 for seeds {0,1,2} (18 runs, ~12.17 h) and was +independently audited (PASS WITH MINOR CORRECTIONS; docs/research/SESSION7_AUDIT.md). Pooled +validation selected beta=0.00 (pooled mean 0.591704; monotone decreasing in beta), unlike +alpha=0.50 which selected 0.75. Per-seed diagnostics 0.75/0.50/0.00. beta=0 equivalence class B +(no semantic discrepancy). Realized partitions more heterogeneous (19/27 |S_j| 0.75, alpha=0.25 -> 0.00 (the value 0.50 is only the +Session-5 seed-0 choice, not a condition-level selection). -Task: decide and document the alpha-expansion plan (recommended: alpha=0.25 then 0.75, -seeds {0,1,2}, five betas each, sequential, reusing frozen manifests, pooled -validation-only selection) OR argue for more seeds at alpha=0.50 first. Do not launch -5G-NIDD or the full grid. Update docs and docs/handoff/SESSION_HANDOFF.md. Use -.venv/bin/python. Do not commit or push unless asked. +Task: run X-IIoTID alpha=0.75 for seeds {0,1,2} across the five frozen betas plus +original_protean, sequential, reusing frozen manifests, pooled validation-only selection, then +test evaluation, direct-effect, client-level, and cross-alpha comparison. Produce +docs/research/ALPHA075_BETA_VALIDATION.md and update the handoff. Use .venv/bin/python. Do not +commit or push unless asked. ``` diff --git a/docs/research/ALPHA025_BETA_VALIDATION.md b/docs/research/ALPHA025_BETA_VALIDATION.md new file mode 100644 index 0000000..aac0a45 --- /dev/null +++ b/docs/research/ALPHA025_BETA_VALIDATION.md @@ -0,0 +1,467 @@ +# Alpha-0.25 Beta Validation (Session 7) + +Status: **three-seed paired protocol completed for a second non-IID condition** +(X-IIoTID `alpha = 0.25`, seeds `{0,1,2}`) with pooled-across-seed validation-only beta +selection, followed by a single final test evaluation of the pooled-selected beta. This is a +**paired characterisation of a more heterogeneous non-IID setting**, not a sweep, not a +hyper-parameter search over seeds, and not evidence of a global optimum. + +Companion documents: + +- `docs/research/EXPERIMENT_PROTOCOL.md` — frozen protocol and selection hierarchy. +- `docs/research/MULTISEED_BETA_VALIDATION.md` — Session-6 alpha=0.50 three-seed condition. +- `docs/research/PAIRED_BETA_VALIDATION.md` — Session-5 single-seed condition. +- `docs/research/SESSION6_AUDIT.md` — independent audit of the alpha=0.50 protocol. +- `docs/research/BETA_AGGREGATION_IMPLEMENTATION.md` — beta mode implementation. +- `docs/baseline/BASELINE_VALIDATION.md` — frozen baseline evidence. +- `docs/handoff/SESSION_HANDOFF.md` — continuation point. + +--- + +## A. Scope + +| Field | Value | +|---|---| +| dataset | `xiiotid` (X-IIoTID) | +| alpha | 0.25 | +| seeds | 0, 1, 2 | +| aggregation | `original_protean` (per seed) + `support_weighted` for `beta ∈ {0, 0.25, 0.5, 0.75, 1}` | +| runs | 18: 15 `support_weighted` + 3 `original_protean` | +| new this session | all 18 runs (no alpha=0.25 run pre-existed) | +| compute | sequential on CPU, one run at a time, ≈ 12.17 h wall-clock total | + +No other alpha, dataset, seed, mode or beta was run. `equal_available` was not added. +alpha=0.75 and 5G-NIDD were deliberately **not** run. + +--- + +## B. Partition characterization (realized, before interpretation) + +Manifests are reused, never regenerated. Each manifest was reloaded and independently +reproduced from the raw dataset (`reproduce_train_assignments`: split hash, `N_ij` and +partition hash all verified). All three seeds share train/validation/test sizes +569,909 / 81,414 / 162,831 (10 clients, 9 classes, `Normal` benign). + +| seed | manifest | content hash | partition hash | split hash | rng seed | +|---|---|---|---|---|---| +| 0 | `artifacts/partitions/xiiotid__alpha0.25__seed0.json` | `839ba18e…` | `60faf299…` | `d0acc0c1…` | 1617371214 | +| 1 | `artifacts/partitions/xiiotid__alpha0.25__seed1.json` | `84c20b4b…` | `6ffb10ae…` | `880a9f82…` | 1670706564 | +| 2 | `artifacts/partitions/xiiotid__alpha0.25__seed2.json` | `d6e68ee1…` | `c8e1ad31…` | `8e0db0be…` | 795318573 | + +Client-sample totals and class-support characterization (`N_ij`, training split). `CV` is the +population coefficient of variation of the positive supports within a class; `max/min` is over +contributing clients only. + +### Seed 0 (`|S_j| < 10` in 6/9 classes) + +| class | total | #clients | min+ | max | mean+ | CV | max/min | +|---|---|---|---|---|---|---|---| +| C&C | 2,004 | 10 | 21 | 1,065 | 200.4 | 1.478 | 50.7 | +| Exfiltration | 15,494 | 8 | 4 | 7,950 | 1,936.8 | 1.405 | 1987.5 | +| Exploitation | 793 | 6 | 2 | 595 | 132.2 | 1.580 | 297.5 | +| Lateral_movement | 22,117 | 9 | 2 | 13,857 | 2,457.4 | 1.810 | 6928.5 | +| Normal | 292,777 | 10 | 1 | 122,800 | 29,277.7 | 1.346 | 122800.0 | +| RDOS | 98,883 | 10 | 166 | 31,089 | 9,888.3 | 1.080 | 187.3 | +| Reconnaissance | 89,161 | 8 | 46 | 65,307 | 11,145.1 | 1.855 | 1419.7 | +| Tampering | 3,586 | 8 | 9 | 2,272 | 448.2 | 1.569 | 252.4 | +| Weaponization | 45,094 | 8 | 43 | 23,381 | 5,636.8 | 1.528 | 543.7 | + +client-sample totals min 9,075 / max 141,358 (ratio 15.6). + +### Seed 1 (`|S_j| < 10` in 7/9 classes) + +| class | total | #clients | min+ | max | mean+ | CV | max/min | +|---|---|---|---|---|---|---|---| +| C&C | 2,004 | 9 | 1 | 986 | 222.7 | 1.559 | 986.0 | +| Exfiltration | 15,494 | 10 | 1 | 6,204 | 1,549.4 | 1.238 | 6204.0 | +| Exploitation | 793 | 8 | 1 | 321 | 99.1 | 1.295 | 321.0 | +| Lateral_movement | 22,117 | 10 | 1 | 10,094 | 2,211.7 | 1.434 | 10094.0 | +| Normal | 292,777 | 8 | 198 | 129,678 | 36,597.1 | 1.163 | 654.9 | +| RDOS | 98,883 | 9 | 168 | 53,482 | 10,987.0 | 1.468 | 318.4 | +| Reconnaissance | 89,161 | 8 | 138 | 65,101 | 11,145.1 | 1.852 | 471.8 | +| Tampering | 3,586 | 9 | 2 | 1,804 | 398.4 | 1.348 | 902.0 | +| Weaponization | 45,094 | 9 | 1 | 12,024 | 5,010.4 | 0.833 | 12024.0 | + +client-sample totals min 9,278 / max 193,326 (ratio 20.8). + +### Seed 2 (`|S_j| < 10` in 6/9 classes) + +| class | total | #clients | min+ | max | mean+ | CV | max/min | +|---|---|---|---|---|---|---|---| +| C&C | 2,004 | 6 | 2 | 1,265 | 334.0 | 1.315 | 632.5 | +| Exfiltration | 15,494 | 8 | 4 | 8,269 | 1,936.8 | 1.337 | 2067.3 | +| Exploitation | 793 | 6 | 1 | 485 | 132.2 | 1.328 | 485.0 | +| Lateral_movement | 22,117 | 7 | 1 | 12,496 | 3,159.6 | 1.475 | 12496.0 | +| Normal | 292,777 | 9 | 452 | 118,937 | 32,530.8 | 1.104 | 263.1 | +| RDOS | 98,883 | 10 | 2 | 48,839 | 9,888.3 | 1.421 | 24419.5 | +| Reconnaissance | 89,161 | 10 | 1 | 46,541 | 8,916.1 | 1.518 | 46541.0 | +| Tampering | 3,586 | 10 | 1 | 2,584 | 358.6 | 2.134 | 2584.0 | +| Weaponization | 45,094 | 9 | 4 | 22,853 | 5,010.4 | 1.471 | 5713.3 | + +client-sample totals min 15,664 / max 122,526 (ratio 7.8). + +### Rare / unseen (training-derived, per client) + +Every client has exactly two rare classes in every seed. Unseen classes are much more +frequent than at alpha=0.50: + +| seed | rare per client | union rare | unseen per client | union unseen | +|---|---|---|---|---| +| 0 | 2, 2, 2, 2, 2, 2, 2, 2, 2, 2 | 8 classes | 0, 3, 1, 2, 2, 1, 2, 0, 0, 2 | 6 classes | +| 1 | 2 × 10 | 7 classes | 0, 0, 4, 1, 1, 0, 1, 0, 1, 0 | 6 classes | +| 2 | 2 × 10 | 8 classes | 3, 0, 0, 2, 2, 2, 2, 0, 1, 2 | 5 classes | + +### Comparison of realized heterogeneity (alpha=0.25 vs alpha=0.50) + +| statistic | alpha=0.25 | alpha=0.50 | +|---|---|---| +| class-condition cells with `|S_j| < M` | **19 / 27** | 7 / 27 | +| missing client-class cells | **38** | 9 | +| client-sample-total max/min (per seed) | 15.6, 20.8, 7.8 | 5.1, 7.2, 9.9 | +| union rare classes per seed | 8, 7, 8 | 6, 7, 7 | +| union unseen classes per seed | 6, 6, 5 | 3, 3, 1 | +| max unseen classes on a client | 4 | 2 | + +The lower Dirichlet parameter does propagate to more missing classes, more unseen classes, and +a larger client-size spread — but **not uniformly**: seed 2 at alpha=0.25 has a smaller +client-size ratio (7.8) than alpha=0.50 seed 2 (9.9), and its `|S_j| < M` count is 6/9 versus +1/9 at alpha=0.50. Interpretation uses the realized partitions, not alpha alone. + +--- + +## C. Frozen protocol + +Identical to `EXPERIMENT_PROTOCOL.md` §14 and to Session 6: 10 clients, 10 rounds, 3 local +epochs, batch 256, Adam `lr=1e-3`, `mu=0.1`, `lambda=1.0`; unchanged architecture, +preprocessing, train/validation/test split recipe, partition recipe, loss terms and inference. +All 18 runs were performed this session with `scripts/run_baseline.py` at HEAD `6b97a0d` +(no training/aggregation source changed). + +### C.1 Manifest and build-level pairing + +Within each seed all six runs share one manifest content hash and byte-identical deterministic +artifacts: + +| seed | manifest content hash | round-0 snapshot SHA-256 (all 6 runs) | support / characterization / rare_unseen | +|---|---|---|---| +| 0 | `839ba18e…` | `cd821beb…` | identical | +| 1 | `84c20b4b…` | `59d2d2bc…` | identical | +| 2 | `d6e68ee1…` | `47befeff…` | identical | + +`manifest_reload_ok = true` and `smoke = false` in all 18 runs; metadata confirms +`dataset=xiiotid`, `alpha=0.25`, seed, mode, beta, clients=10, rounds=10, local_epochs=3, +batch=256, lr=1e-3, mu=0.1, lambda=1.0. Pairing is proven by content hashes, not filenames. + +### C.2 Selection rule (unchanged) + +- **PRIMARY:** pooled-across-seed validation per-client-mean rare-class macro-F1 (average the + seed-level per-client mean over seeds `{0,1,2}`), selected with validation only. +- **SECONDARY (diagnostic):** per-seed validation selection, for stability only. +- **TEST:** read only after the pooled beta is fixed. + +--- + +## D. Per-seed validation results + +`val rareMacroF1 (pc mean)` is the primary metric; all 10 clients are eligible in every seed. +Validation only. + +### Seed 0 + +| beta | eligible | val rareMacroF1 (pc mean) | val rareMacroF1 (global) | val rareRecall (global) | val macroF1 | val acc | +|---|---|---|---|---|---|---| +| 0.00 | 10 | 0.616380 | 0.642939 | 0.841886 | 0.676032 | 0.874776 | +| 0.25 | 10 | 0.609913 | 0.646423 | 0.834580 | 0.679089 | 0.867038 | +| 0.50 | 10 | 0.595247 | 0.633677 | 0.807172 | 0.667755 | 0.853256 | +| **0.75** | 10 | **0.654033** | **0.666477** | 0.797400 | **0.697353** | 0.854313 | +| 1.00 | 10 | 0.578385 | 0.585755 | 0.710305 | 0.626018 | 0.847188 | + +### Seed 1 + +| beta | eligible | val rareMacroF1 (pc mean) | val rareMacroF1 (global) | val rareRecall (global) | val macroF1 | val acc | +|---|---|---|---|---|---|---| +| 0.00 | 10 | 0.492425 | 0.580976 | 0.824292 | 0.665021 | 0.861707 | +| 0.25 | 10 | 0.514237 | 0.605558 | 0.833188 | 0.684847 | 0.870391 | +| **0.50** | 10 | **0.537040** | 0.647568 | 0.829322 | 0.718155 | 0.880917 | +| 0.75 | 10 | 0.535672 | **0.655554** | 0.817017 | **0.723896** | 0.879210 | +| 1.00 | 10 | 0.530942 | 0.652257 | 0.803940 | 0.721164 | 0.874346 | + +### Seed 2 + +| beta | eligible | val rareMacroF1 (pc mean) | val rareMacroF1 (global) | val rareRecall (global) | val macroF1 | val acc | +|---|---|---|---|---|---|---| +| **0.00** | 10 | **0.666307** | **0.673945** | 0.819363 | **0.703911** | **0.882895** | +| 0.25 | 10 | 0.641922 | 0.655402 | 0.825502 | 0.687134 | 0.872024 | +| 0.50 | 10 | 0.625267 | 0.636281 | 0.806218 | 0.670651 | 0.868462 | +| 0.75 | 10 | 0.548685 | 0.558044 | 0.712391 | 0.601211 | 0.851058 | +| 1.00 | 10 | 0.486970 | 0.499711 | 0.637821 | 0.549558 | 0.838517 | + +Machine-readable: `artifacts/analysis/xiiotid__alpha0.25__multiseed__validation_per_seed.csv`. + +--- + +## E. Per-seed diagnostic beta choices (SECONDARY, stability only) + +| seed | selected beta | val rareMacroF1 (pc mean) | tie-break used | test_used_for_selection | +|---|---|---|---|---| +| 0 | 0.75 | 0.654033 | no | false | +| 1 | 0.50 | 0.537040 | no | false | +| 2 | 0.00 | 0.666307 | no | false | + +The preferred beta is seed-dependent (0.75 / 0.50 / 0.00). These per-seed choices are +**diagnostic only** and are not the condition-level selection rule. +`val_selection.json` records `"selection_split": "validation"` and +`"test_used_for_selection": false` for all 15 `support_weighted` runs. + +--- + +## F. PRIMARY pooled-across-seed validation selection + +| beta | pooled mean | std (sample, ddof=1) | std (pop) | min | max | pooled val rareRecall (pc mean) | selected | +|---|---|---|---|---|---|---|---| +| **0.00** | **0.591704** | 0.089529 | 0.073100 | 0.492425 | 0.666307 | 0.759482 | **yes** | +| 0.25 | 0.588691 | 0.066435 | 0.054244 | 0.514237 | 0.641922 | 0.780771 | | +| 0.50 | 0.585851 | 0.044858 | 0.036626 | 0.537040 | 0.625267 | 0.772536 | | +| 0.75 | 0.579463 | 0.064906 | 0.052996 | 0.535672 | 0.654033 | 0.760791 | | +| 1.00 | 0.532099 | 0.045718 | 0.037329 | 0.486970 | 0.578385 | 0.704575 | | + +- **PRIMARY selected beta (`beta_star_alpha025`) = 0.00.** +- **Criterion:** maximum pooled validation per-client-mean rare-class macro-F1. +- **Tie-break used:** no (no exact tie; the pooled means separate by > 1e-3). +- **`test_used_for_selection = false`.** Test metrics were not inspected until the pooled beta + was fixed. +- **Interpretation:** `beta = 0.00` is the *best among the tested candidates under pooled + validation across the three project-defined seeds for X-IIoTID alpha=0.25.* It is **not** a + global optimum. The pooled validation ordering is **monotonically decreasing in beta**. + +Machine-readable: `artifacts/analysis/xiiotid__alpha0.25__multiseed__validation_pooled.csv` +and `...__selection_summary.json`. + +--- + +## G. Final selected-beta test metrics (descriptive only) + +`beta_star = 0.00` was fixed from pooled validation; only then were test metrics read. + +| metric (test) | seed 0 | seed 1 | seed 2 | mean ± std (sample) | +|---|---|---|---|---| +| rare-class macro-F1 | 0.641362 | 0.580555 | 0.674489 | 0.632136 ± 0.047642 | +| rare-class recall | 0.830701 | 0.825699 | 0.807370 | 0.821257 ± 0.012283 | +| macro-F1 | 0.674558 | 0.665039 | 0.704433 | 0.681343 ± 0.020555 | +| accuracy | 0.874551 | 0.863490 | 0.884002 | 0.874015 ± 0.010267 | +| weighted-F1 | 0.906156 | 0.899864 | 0.914627 | 0.906882 ± 0.007408 | + +--- + +## H. `original_protean` comparison + +| metric (test) | seed 0 | seed 1 | seed 2 | mean ± std (sample) | +|---|---|---|---|---| +| rare-class macro-F1 | 0.639810 | 0.582522 | 0.676039 | 0.632790 ± 0.047152 | +| rare-class recall | 0.829601 | 0.826700 | 0.809595 | 0.821965 ± 0.010811 | +| macro-F1 | 0.673103 | 0.666981 | 0.705969 | 0.682018 ± 0.020967 | +| accuracy | 0.873722 | 0.867341 | 0.885231 | 0.875431 ± 0.009067 | +| weighted-F1 | 0.905466 | 0.902075 | 0.915416 | 0.907652 ± 0.006934 | + +Descriptive difference (`beta_star` − `original_protean`) for test rare-class macro-F1 is ++0.001552 (seed 0), −0.001967 (seed 1), −0.001550 (seed 2); mean −0.000655. This is expected: +`beta = 0` is mathematically the equal mean over `S_j` (see §I), so the end-to-end difference is +floating-point trajectory noise, not a method effect. No superiority or generalisation is +claimed; this is one dataset, one alpha, three project-defined seeds. + +Test columns are descriptive only and are recorded in +`artifacts/analysis/xiiotid__alpha0.25__multiseed__test_descriptive.csv`. + +--- + +## I. `beta = 0` equivalence vs `original_protean` + +For all three seeds, `support_weighted beta=0` vs frozen `original_protean`: + +| property | seed 0 | seed 1 | seed 2 | +|---|---|---|---| +| same manifest / split / hashes | yes | yes | yes | +| round-0 snapshot byte-identical | yes (`cd821beb…`) | yes (`59d2d2bc…`) | yes (`47befeff…`) | +| `train_support_Nij.csv`, `characterization.csv`, `rare_unseen.csv` identical | yes | yes | yes | +| independent aggregation diff (`ΣC/n` vs `(1/n)ΣC`) | 4.4e-16 | 4.4e-16 | 2.2e-16 | +| history rare-macro-F1 round-0 diff | 0.0 | 0.0 | 0.0 | +| history rare-macro-F1 max diff (rounds ≥ 1) | 6.6e-3 | 3.6e-3 | 3.7e-3 | +| test metric max diff | 1.6e-3 | 3.9e-3 | 2.2e-3 | +| **classification** | **B** | **B** | **B** | + +Class **B**: semantic equivalence + floating-point numerical divergence; **no semantic +discrepancy** in any seed. Round 0 is byte-identical; the ~1 ULP ordering difference enters the +round-1 prototype-alignment training and the trajectories diverge slowly. Equivalence remains +conditional on the shared `S_j` reproduction assumption and is **not** proof that `beta = 0` +reproduces original PROTEAN. + +--- + +## J. Direct prototype-effect findings (fixed round-0 snapshots, no retraining) + +Computed with the production aggregation from each seed's fixed `{C_ij, N_ij}` round-0 +snapshot. `||Cbar_j(beta) - Cbar_j(0)||` at `beta = 1.0`, cross-seed mean (sample std): + +| class | mean disp | std | min | max | mean rel disp | typical `|S_j|` | +|---|---|---|---|---|---|---| +| Exfiltration | 4.316 | 0.898 | 3.588 | 5.319 | 0.664 | 8 | +| Tampering | 4.248 | 0.241 | 3.978 | 4.441 | 0.965 | 8 | +| C&C | 4.020 | 0.290 | 3.691 | 4.242 | 0.847 | 10 | +| Lateral_movement | 3.726 | 1.383 | 2.342 | 5.109 | 0.790 | 9 | +| Exploitation | 3.464 | 1.113 | 2.180 | 4.152 | 0.702 | 6 | +| Reconnaissance | 3.339 | 1.107 | 2.089 | 4.195 | 0.640 | 8 | +| Weaponization | 3.124 | 0.585 | 2.486 | 3.636 | 0.563 | 8 | +| RDOS | 2.566 | 1.219 | 1.848 | 3.974 | 0.328 | 10 | +| Normal | 1.997 | 0.533 | 1.667 | 2.611 | 0.370 | 10 | + +Findings (descriptive): + +- Every class moves for `beta > 0` in every seed, because every class has unequal support across + its contributors. +- Classes with the fewest contributors / strongest support imbalance (`Tampering`, `C&C`, + `Exfiltration`, `Exploitation`) have the largest relative displacement; `Tampering` at + `rel = 0.965` moves almost one full prototype norm. +- `RDOS` and `Normal` move least in relative terms despite large absolute class sizes, because + their support is spread more evenly across all 10 clients (`RDOS` CV ≈ 1.08–1.47). +- Displacement is a **direct-aggregation measure only** and is not interpreted as improved or + degraded detection. The end-to-end effect (§F/§G) is reported separately. + +Outputs: `artifacts/analysis/xiiotid__alpha0.25__seed{0,1,2}__support_weighted__beta0__prototype_snapshot__prototype_effect.csv` +and `...__prototype_weights.csv`; cross-seed aggregate +`artifacts/analysis/xiiotid__alpha0.25__multiseed__prototype_effect_pooled.csv`. + +--- + +## K. Client-level effect (validation, relative to beta = 0) + +Full per-client table: +`artifacts/analysis/xiiotid__alpha0.25__multiseed__client_validation_detail.csv`; summary: +`...__client_validation_summary.csv`. + +| seed | beta | improve | degrade | unchanged | mean Δ | min Δ | max Δ | +|---|---|---|---|---|---|---|---| +| 0 | 0.25 | 2 | 5 | 3 | −0.0065 | −0.0429 | +0.0188 | +| 0 | 0.50 | 2 | 7 | 1 | −0.0211 | −0.0769 | +0.0574 | +| 0 | 0.75 | 5 | 4 | 1 | +0.0377 | −0.1117 | +0.3759 | +| 0 | 1.00 | 4 | 5 | 1 | −0.0380 | −0.2570 | +0.1410 | +| 1 | 0.25 | 7 | 1 | 2 | +0.0218 | −0.0064 | +0.0718 | +| 1 | 0.50 | 7 | 2 | 1 | +0.0446 | −0.0158 | +0.2356 | +| 1 | 0.75 | 5 | 4 | 1 | +0.0432 | −0.0183 | +0.3167 | +| 1 | 1.00 | 5 | 4 | 1 | +0.0385 | −0.0387 | +0.3774 | +| 2 | 0.25 | 5 | 3 | 2 | −0.0244 | −0.3029 | +0.0819 | +| 2 | 0.50 | 4 | 4 | 2 | −0.0410 | −0.3398 | +0.1185 | +| 2 | 0.75 | 3 | 5 | 2 | −0.1176 | −0.6011 | +0.1241 | +| 2 | 1.00 | 3 | 6 | 1 | −0.1793 | −0.6775 | +0.0754 | + +Descriptive observations: + +- Unlike alpha=0.50 (where `beta = 0.75` improved the majority of clients in every seed), at + alpha=0.25 the higher-beta response is **seed-dependent and often negative**: seeds 0 and 2 + degrade on average for `beta ≥ 0.25`, while seed 1 improves for `0.25–1.00`. +- The magnitude of losses grows with beta: seed 2 loses up to −0.677 on one client at + `beta = 1.00`. The largest single gains also grow with beta (seed 1, +0.377), i.e. beta + redistributes sharply rather than uniformly. +- Client ids are per-seed realisations and are not treated as one population. This analysis is + descriptive and non-causal; `N_ij` vs ΔF1 remains non-monotonic (some low-support clients + gain, some lose). + +--- + +## L. Comparison with alpha=0.50 + +Validation-side evidence (selection basis); test is not used to explain the selection. + +| beta | alpha=0.50 pooled mean (std) | alpha=0.25 pooled mean (std) | +|---|---|---| +| 0.00 | 0.544361 (0.091447) | **0.591704 (0.089529)** | +| 0.25 | 0.555434 (0.090068) | 0.588691 (0.066435) | +| 0.50 | 0.567322 (0.088539) | 0.585851 (0.044858) | +| 0.75 | **0.579367 (0.075121)** | 0.579463 (0.064906) | +| 1.00 | 0.573479 (0.100450) | 0.532099 (0.045718) | +| selected | **0.75** | **0.00** | +| pooled mean range | 0.544–0.579 (0.035) | 0.532–0.592 (0.060) | + +> **Disambiguation (audited, Session 7).** The condition-level pooled selections are +> alpha=0.50 → **0.75** (Session 6) and alpha=0.25 → **0.00** (Session 7). The value **0.50** +> is *not* the alpha=0.50 condition-level selection: it is only the Session-5 **seed-0 +> single-condition** choice and the Session-6 alpha=0.50 **per-seed diagnostic** for seed 0. +> Any phrasing of the form "0.50 → 0.00" that refers to condition-level pooled selection is +> incorrect. See `docs/research/SESSION7_AUDIT.md` §M. + +Observations: + +- **The pooled validation-selected beta changes with non-IID severity**: 0.75 at alpha=0.50 vs + **0.00** at alpha=0.25. At alpha=0.25 the pooled validation curve is monotonically decreasing + in beta; at alpha=0.50 it rises to a peak at 0.75. +- **Across-seed std does not shrink at the more heterogeneous setting**: 0.045–0.090 + (alpha=0.25) vs 0.075–0.100 (alpha=0.50). The selected beta has a lower across-seed std at + alpha=0.25 (0.0895) but this is not the selection criterion (no tie). +- **Realized partition differences accompany the beta change** (§B): alpha=0.25 has 19/27 + `|S_j| < M` cell conditions vs 7/27, more unseen classes, and larger per-class support + imbalance, so up-weighting high-support clients redistributes the global prototypes further + (mean `||Cbar(1)−Cbar(0)||` 3.42 vs 2.10; §M/§J) and is more often harmful on validation. +- **Client-level pattern flips**: at alpha=0.50 higher beta helped most clients in every seed; + at alpha=0.25 it helps mainly in seed 1 and hurts on average in seeds 0 and 2. + +These are descriptive associations. The realized partition characteristics (not alpha alone) +are reported alongside, and **no causal claim is made that alpha by itself caused the +difference**. The beta effect remains small relative to between-seed variance at both settings. + +--- + +## M. Runtime and resources + +CPU only, no GPU, no swap, exit status 0 for every run (`/usr/bin/time -v`). Per-run +wall-clock 39:49–42:12. + +| seed | tag | wall | CPU % | peak RSS | +|---|---|---|---|---| +| 0 | `original_protean` | 40:10.80 | 746 | 8.38 GiB | +| 0 | beta 0.00 | 40:57.24 | 744 | 8.38 GiB | +| 0 | beta 0.25 | 40:27.96 | 745 | 8.38 GiB | +| 0 | beta 0.50 | 40:21.77 | 743 | 8.39 GiB | +| 0 | beta 0.75 | 39:49.26 | 746 | 8.38 GiB | +| 0 | beta 1.00 | 40:25.86 | 745 | 8.38 GiB | +| 1 | `original_protean` | 40:29.86 | 745 | 10.80 GiB | +| 1 | beta 0.00 | 39:52.79 | 745 | 10.80 GiB | +| 1 | beta 0.25 | 40:45.79 | 745 | 10.80 GiB | +| 1 | beta 0.50 | 40:18.93 | 745 | 10.80 GiB | +| 1 | beta 0.75 | 39:58.73 | 744 | 10.80 GiB | +| 1 | beta 1.00 | 40:47.41 | 745 | 10.80 GiB | +| 2 | `original_protean` | 40:13.48 | 745 | 7.51 GiB | +| 2 | beta 0.00 | 40:24.04 | 746 | 7.51 GiB | +| 2 | beta 0.25 | 41:45.12 | 743 | 7.51 GiB | +| 2 | beta 0.50 | 40:22.35 | 744 | 7.51 GiB | +| 2 | beta 0.75 | 42:11.66 | 741 | 7.51 GiB | +| 2 | beta 1.00 | 40:35.98 | 744 | 7.51 GiB | + +- New compute this session: **18 runs, ≈ 43,799 s ≈ 12.17 h wall-clock**, sequential on an + 8-core host (seed chains ≈ 4.04 / 4.04 / 4.09 h). +- Peak RSS is partition-dependent, not beta-dependent: 8.38 GiB (seed 0), 10.80 GiB (seed 1), + 7.51 GiB (seed 2); all well within the 29 GiB host. +- No warnings, no client failures, 9/9 global prototypes in every round, no retries. +- Machine-readable: `artifacts/analysis/xiiotid__alpha0.25__multiseed__runtime.csv`. + +--- + +## N. Limitations + +- **One dataset** (X-IIoTID). No cross-dataset conclusion. +- **Only alpha 0.25 and 0.50 evaluated so far.** alpha=0.75 remains unmeasured. +- **Three project-defined seeds** (`{0,1,2}`); the pooled mean’s standard error is of the same + order as the between-beta spread, so the selected beta is statistically weak. +- The `S_j` participant/denominator rule + (`S_j = {i | N_ij > 0 and valid C_ij}`, equal weights in the baseline) remains a + **REPRODUCTION ASSUMPTION**. At alpha=0.25 it is material in **19/27 class-condition cells**. + The `beta = 0` comparison is conditional on both modes sharing this rule and does **not** + prove `beta = 0` reproduces original PROTEAN. +- Train/validation/test adaptation (70/10/20 stratified) differs from the paper’s literal + 80/20; the validation eval partition is a project decision. +- **No 5G-NIDD beta result.** +- **No global beta optimum claim.** `beta = 0.00` is only the best among the five tested + candidates under pooled validation for X-IIoTID alpha=0.25 across seeds `{0,1,2}`. +- The union of rare classes (and hence global rare support) differs by seed and by alpha; + only the per-client-mean metric is directly comparable within a condition. Cross-alpha + comparisons in §L are descriptive, not controlled. +- Test metrics of the selected beta are single-condition and must not be read as + generalisation; no test metric influenced selection. diff --git a/docs/research/SESSION7_AUDIT.md b/docs/research/SESSION7_AUDIT.md new file mode 100644 index 0000000..075ad2b --- /dev/null +++ b/docs/research/SESSION7_AUDIT.md @@ -0,0 +1,378 @@ +# Session 7 Post-Experiment Audit (X-IIoTID alpha=0.25) + +Status: **PASS WITH MINOR CORRECTIONS.** Independent recomputation from machine-readable +artifacts confirms every Session 7 claim. No discovered issue changes `beta_star` or the +scientific interpretation. Corrections are documentation-only (cross-alpha disambiguation and +one wording clarification). **No training was run, no aggregation/model source changed, no +test-based selection occurred.** + +Audit performed: 2026-09-26. Audited HEAD: `6b97a0d38b839c737c49f41006817503d0672871`. + +Companion documents: `docs/research/ALPHA025_BETA_VALIDATION.md`, +`docs/research/MULTISEED_BETA_VALIDATION.md`, `docs/research/SESSION6_AUDIT.md`, +`docs/research/EXPERIMENT_PROTOCOL.md`, `docs/research/PAIRED_BETA_VALIDATION.md`, +`docs/handoff/SESSION_HANDOFF.md`. + +--- + +## A. Scope + +Independently verify the Session 7 claim for: + +- dataset `xiiotid`, alpha `0.25`, seeds `{0,1,2}`, beta `{0, 0.25, 0.5, 0.75, 1.0}` plus + `original_protean` (18 runs); +- PRIMARY pooled-validation selection `beta_star = 0.00`, using validation per-client + rare-class macro-F1 averaged within seed then across seeds. + +The audit recomputed metrics from run artifacts and re-derived the selection; it did not repeat +the report, and it ran no training. No alpha=0.75 or 5G-NIDD run was launched. + +--- + +## B. Run inventory + +18 full-data runs were enumerated from `results/*/metadata.json` (15 `support_weighted` + 3 +`original_protean`). Every expected run is present, none duplicated, none partial, none +unexpected. + +| seed | runs present | metadata fields | manifest reload | smoke | missing artifacts | +|---|---|---|---|---|---| +| 0 | original + beta {0,.25,.5,.75,1} | all correct | true | false | none | +| 1 | original + beta {0,.25,.5,.75,1} | all correct | true | false | none | +| 2 | original + beta {0,.25,.5,.75,1} | all correct | true | false | none | + +Verified per run: dataset=xiiotid, alpha=0.25, seed, aggregation mode, beta, clients=10, +rounds=10, local_epochs=3, batch=256, lr=1e-3, mu=0.1, lambda=1.0, `manifest_reload_ok=true`, +`smoke=false`; every run has all 14 expected artifacts. No run exists for any alpha ≠ 0.25 +(alpha=0.50 runs are the Session-6 condition) and no `5gnidd...support_weighted` run exists +(only `5gnidd__alpha0.5__seed0__original_protean`). + +--- + +## C. Pairing / manifest integrity + +Within each seed, all six runs share one manifest content hash and the deterministic artifacts +are byte-identical (SHA-256 computed by this audit): + +| seed | manifest content hash | round-0 snapshot SHA-256 (all 6 runs) | support / characterization / rare_unseen | +|---|---|---|---| +| 0 | `839ba18e2d87245d198be8f5f89d4a24f13cdb6fc64c004d406c6d4f8246f3da` | `cd821beb8684ed762934a00b9f541bdfae5a4498f061ffe07132ad9d00ad300c` | identical | +| 1 | `84c20b4bd6cd20010fa35d139a0416cb06e79c82fbd8e1d57441cafdcdfbf15d` | `59d2d2bc1a86a858d061d08219ee84669177ce8346e388fc8eada299e6fb5cf5` | identical | +| 2 | `d6e68ee13cb11f98cfb4aea668f3e905d3ebc94884632352c0045fc5f86df28c` | `47befefff4cfa84250d1b6783fe00ce98dcea83b0649efe9745fa70bd4f3fa33` | identical | + +The stored `train_support_Nij.csv` equals the manifest support matrix, and each manifest was +independently reproduced from the raw dataset (`prepare_dataset` → +`reproduce_train_assignments`): all three seeds return `reproduce_ok=True`, `support_match=True`, +`split_hash_ok=True`, `partition_hash_ok=True`, `nij_sum = 569,909`, 10 clients, split sizes +569,909 / 81,414 / 162,831 for both alpha=0.25 and alpha=0.50. `history.json` and +`test_global_metrics.json` differ across runs of a seed, exactly as expected because beta +changes training. Pairing is established by content hashes, not filenames. + +--- + +## D. Partition characterization audit (realized) + +Independently recomputed from `artifacts/partitions/xiiotid__alpha{0.25,0.5}__seed{0,1,2}.json` +(`support` matrix, training split). `M = 10` clients; `|S_j| < M` means fewer than 10 clients +contribute a class prototype; "missing cells" counts `(client, class)` pairs with `N_ij = 0` +over attack+benign classes. + +| statistic | alpha=0.25 seed0 / seed1 / seed2 | alpha=0.50 seed0 / seed1 / seed2 | +|---|---|---| +| class-condition cells with `|S_j| < M` | 6 / 7 / 6 (sum **19/27**) | 3 / 3 / 1 (sum **7/27**) | +| missing client-class cells | 13 / 10 / 15 (sum **38**) | 4 / 4 / 1 (sum **9**) | +| client-size max/min | 15.58 / 20.84 / 7.82 | 5.11 / 7.22 / 9.89 | +| union unseen classes | 6 / 6 / 5 | 3 / 3 / 1 | +| max unseen on one client | 3 / 4 / 3 | 2 / 2 / 1 | +| union rare classes | 8 / 7 / 8 | 6 / 7 / 7 | +| rare classes per client | 2 × 10 | 2 × 10 | + +These match the report claims exactly: alpha=0.25 = **19/27 cells**, **38 missing cells**, +client-size ratios **15.6 / 20.8 / 7.8**, unseen union/count **6/6/5** (max 4). The comparison +against alpha=0.50 is confirmed (7/27, 9, 5.1/7.2/9.9, 3/3/1, max 2). Per-class `N_ij`, CV and +max/min recomputed from the manifests equal `characterization.csv` for every seed and class. +Interpretation uses these realized statistics, not alpha alone; note the non-uniform case +(alpha=0.25 seed 2 ratio 7.82 < alpha=0.50 seed 2 ratio 9.89). + +--- + +## E. Validation metric recomputation + +Recomputed from raw artifacts (no report numbers copied): + +- seed-level primary score = mean over eligible clients of `val_per_client.csv` + `rare_class_macro_f1`; **equals `val_selection.json` per-client-mean to ≤ 1.1e-16**; +- global validation accuracy / macro-F1 / weighted-F1 / rare macro-F1 / rare recall + recomputed **independently from `val_confusion_matrix.json`** using the production formulas; + **equal to `val_global_metrics.json` exactly (diff 0.0)**. + +| seed | beta | eligible | recomputed seed mean | report claim | +|---|---|---|---|---| +| 0 | 0.00 / 0.25 / 0.50 / 0.75 / 1.00 | 10 each | 0.616380 / 0.609913 / 0.595247 / 0.654033 / 0.578385 | same | +| 1 | 0.00 / 0.25 / 0.50 / 0.75 / 1.00 | 10 each | 0.492425 / 0.514237 / 0.537040 / 0.535672 / 0.530942 | same | +| 2 | 0.00 / 0.25 / 0.50 / 0.75 / 1.00 | 10 each | 0.666307 / 0.641922 / 0.625267 / 0.548685 / 0.486970 | same | + +All recomputed values agree with the report to six-decimal formatting precision; no mismatch +beyond precision was found. Per-seed diagnostic argmax reproduces **0.75 / 0.50 / 0.00**. + +Limitation (unavoidable, documented): the *per-client predictions* cannot be recomputed because +the trained model is not persisted and retraining is forbidden by the audit. The per-client +metric is verified via (a) its defining source code +(`evaluation/metrics.py::rare_class_metrics` over each client's training-derived rare ids), +(b) exact equality of its mean with `val_selection.json`, and (c) exact equality of the global +union-rare metric recomputed from the confusion matrix. This does not affect `beta_star`, which +depends only on the seed-level means. + +--- + +## F. Rare / unseen integrity + +Per-client rare classes recomputed from training `N_ij` (two smallest positive-support attack +classes, tie by class id) and compared to `rare_unseen.csv` flags across **all 18 runs**: + +- **0 mismatches** (flag mismatches counted over every `(seed, mode, beta, client, class)` cell). +- Benign class (`Normal`) never flagged rare/unseen; rare and unseen never overlap. +- Unseen = attack class with `N_ij = 0`; union of training-derived rare classes equals + `val_global_metrics.evaluated_rare_classes` **and** + `test_global_metrics.evaluated_rare_classes` for every run — i.e. validation/test labels did + **not** influence rare-class identity. +- Eligible clients = **10 in every seed and run**; every client has exactly 2 rare classes; no + client has only 1 attack class. +- Union rare classes: seed 0 = `[0,1,2,3,5,6,7,8]`, seed 1 = `[0,1,2,3,6,7,8]`, + seed 2 = `[0,1,2,3,5,6,7,8]` (class ids; `Normal` is benign). + +--- + +## G. Pooled-selection recomputation + +Computed from the independently recomputed seed-level scores (not from the report). Pooled +score = mean of the three seed-level per-client means; std is sample (`ddof=1`). + +| beta | pooled mean | sample std | pop std | min | max | +|---|---|---|---|---|---| +| **0.00** | **0.591703815** | **0.089528837** | 0.073099989 | 0.492424736 | 0.666306547 | +| 0.25 | 0.588690626 | 0.066435256 | 0.054244160 | 0.514237103 | 0.641922010 | +| 0.50 | 0.585851480 | 0.044857850 | 0.036626281 | 0.537039860 | 0.625267154 | +| 0.75 | 0.579463399 | 0.064906057 | 0.052995574 | 0.535672367 | 0.654032964 | +| 1.00 | 0.532098701 | 0.045718339 | 0.037328867 | 0.486969813 | 0.578384529 | + +- Recompute **matches the report** (mean and sample std) to ≤ 4e-7 (formatting precision). +- `argmax` of the pooled validation score = **0.00** (no tie; `tie_break_used=false`). +- The pooled validation curve is **numerically monotonically decreasing** in beta: + 0.591704 > 0.588691 > 0.585851 > 0.579463 > 0.532099. +- The secondary pooled validation rare-class recall peaks at beta=0.25, but recall is only a + tie-break and is not reached; the primary metric governs. +- **Std convention:** pooled std is sample (`ddof=1`), explicitly labelled `std (sample)` in + the report; `std_pop` is also emitted. Consistent with Session 6; no convention changed. + +--- + +## H. Validation / test leakage audit + +- `run_baseline.py`: `union_rare` is derived from the **training** support matrix only + (lines 189–190). The `val_selection` payload (lines 297–313) is built **only** from + `val_rare`, `val_metrics`, `val_per_client_rows`. Test variables appear in a separate block + and feed only test artifacts. `test_used_for_selection: false` and + `selection_split: "validation"` are recorded for all 15 `support_weighted` runs. +- `analyze_multiseed_beta.py`: the PRIMARY selection block (lines 176–208) consumes only + `per_seed_rows`, which are built from `val_selection.json`. Tie-break uses pooled validation + recall then validation std then smaller beta. `test_rows` are read in a later block (line 348+) + and are never referenced by the selection logic or tie-break. +- No code path sorts/filters candidates by a test field. + +Conclusion: selection is **programmatic and validation-only**; the boolean flag is corroborated +by the independent recomputation of `beta_star` from validation artifacts alone. +`test_used_for_selection = false` is upheld. + +--- + +## I. Final test recomputation (selected beta and original) + +`beta_star = 0.00` was fixed from pooled validation; only then were test metrics read. +Test metrics recomputed independently from `test_confusion_matrix.json` (diff vs the JSON = 0.0), +then averaged across seeds with sample std: + +| metric | recomputed mean ± std | report claim | +|---|---|---| +| rare-class macro-F1 | 0.632136 ± 0.047642 | 0.632136 ± 0.047642 | +| rare-class recall | 0.821257 ± 0.012283 | 0.821257 ± 0.012283 | +| macro-F1 | 0.681343 ± 0.020555 | 0.681343 ± 0.020555 | +| accuracy | 0.874015 ± 0.010267 | 0.874015 ± 0.010267 | +| weighted-F1 | 0.906882 ± 0.007408 | 0.906882 ± 0.007408 | + +`original_protean` recomputed identically: rare macro-F1 0.632790 ± 0.047152; rare recall +0.821965 ± 0.010811; macro-F1 0.682018 ± 0.020967; accuracy 0.875431 ± 0.009067; +weighted-F1 0.907652 ± 0.006934 — all match the report. No superiority claim is made. + +--- + +## J. beta = 0 equivalence audit + +For seeds 0, 1 and 2, `original_protean` vs `support_weighted beta=0`: + +| property | seed 0 | seed 1 | seed 2 | +|---|---|---|---| +| same manifest / split / hashes | yes | yes | yes | +| round-0 snapshot byte-identical | yes (`cd821beb…`) | yes (`59d2d2bc…`) | yes (`47befeff…`) | +| support/characterization/rare_unseen identical | yes | yes | yes | +| independent aggregation diff (`ΣC/n` vs `(1/n)ΣC`) | 4.4e-16 | 4.4e-16 | 2.2e-16 | +| history rare-macro-F1 round-0 diff | 0.0 | 0.0 | 0.0 | +| history rare-macro-F1 max diff (rounds ≥ 1) | 6.6e-3 | 3.6e-3 | 3.7e-3 | +| test metric max diff | 1.6e-3 | 3.9e-3 | 2.2e-3 | +| classification | **B** | **B** | **B** | + +Class **B** (semantically equivalent + floating-point numerical divergence); **no semantic +discrepancy** in any seed. Round 0 is byte-identical; the ~1 ULP ordering difference enters the +round-1 prototype-alignment training and trajectories diverge slowly. Equivalence remains +conditional on the shared `S_j` reproduction assumption and is **not** proof that `beta = 0` +reproduces original PROTEAN. Machine-readable: +`artifacts/analysis/xiiotid__alpha0.25__multiseed__beta0_equivalence.csv`. + +--- + +## K. Direct-effect audit + +Recomputed independently from the fixed round-0 snapshots using the production aggregation +(`direct_prototype.prototype_effect_rows`). `||Cbar_j(1) − Cbar_j(0)||`, cross-seed mean: + +| class | alpha=0.25 mean (std) | alpha=0.50 mean (std) | +|---|---|---| +| Exfiltration | 4.316 (0.898) | 2.020 (0.502) | +| Tampering | 4.248 (0.241) | 2.354 (1.165) | +| C&C | 4.020 (0.290) | 1.694 (0.505) | +| Lateral_movement | 3.726 (1.383) | 2.724 (1.035) | +| Exploitation | 3.464 (1.113) | 2.344 (0.412) | +| Reconnaissance | 3.339 (1.107) | 1.002 (0.261) | +| Weaponization | 3.124 (0.585) | 2.561 (1.228) | +| RDOS | 2.566 (1.219) | 2.631 (1.165) | +| Normal | 1.997 (0.533) | 1.557 (0.548) | + +- Mean across classes: alpha=0.25 **3.422**, alpha=0.50 **2.099** (report: 3.42 / 2.10). +- alpha=0.25 largest classes: Exfiltration 4.316, Tampering 4.248, C&C 4.020; smallest: + Normal 1.997, RDOS 2.566 — all match the report. +- Per-`(class, beta)` displacement and normalised weights recomputed from snapshots match the + per-seed `...__prototype_effect.csv` and pooled `...__prototype_effect_pooled.csv` **exactly**. +- Displacement is a **direct-aggregation measure only**; no detection causality is inferred. + The end-to-end effect is reported separately and is not used to interpret displacement. + +--- + +## L. Client-level audit + +Recomputed from `val_per_client.csv` deltas vs `beta = 0` (independent of the summary CSV): + +| seed | beta=0.75 improve/degrade/unchanged | mean Δ | min Δ | max Δ | +|---|---|---|---|---| +| 0 | **5 / 4 / 1** | +0.0377 | −0.1117 | +0.3759 | +| 1 | **5 / 4 / 1** | +0.0432 | −0.0183 | +0.3167 | +| 2 | **3 / 5 / 2** | −0.1176 | −0.6011 | +0.1241 | + +- At beta=1.00 seed 2 degrades 6/10 clients with a worst client Δ = **−0.6775** (≈ −0.678), + while seed 1 still gains on average — all confirmed. +- `client_validation_detail.csv` deltas match recomputation with max abs diff **0.0**. +- `min positive attack N_ij` vs ΔF1 is confirmed **non-monotonic** at beta=0.75 (e.g. seed 2: + N=1 → −0.601, N=2 → 0.000, N=4 → +0.124; seed 0: N=2 → −0.029 and +0.002). Client ids are + per-seed realisations and are not pooled across seeds. + +--- + +## M. Cross-alpha audit (critical) + +Use only audited condition-level pooled results. + +| | alpha=0.50 | alpha=0.25 | +|---|---|---| +| **pooled-selected beta** | **0.75** | **0.00** | +| pooled validation curve | rises to a peak at 0.75 | numerically monotone decreasing | +| pooled mean range | 0.544361–0.579367 (0.035) | 0.532099–0.591704 (0.060) | +| pooled sample std range | 0.075121–0.100450 | 0.044858–0.089529 | +| `|S_j| < M` cells | 7/27 | 19/27 | +| missing client-class cells | 9 | 38 | +| union unseen per seed | 3/3/1 (max 2) | 6/6/5 (max 4) | +| mean `||Cbar(1)−Cbar(0)||` | 2.099 | 3.422 | +| beta=0.75 client pattern | majority improve every seed | seed-dependent, often negative | + +Alpha=0.50 pooled selection was independently reproduced from Session-6 artifacts +(`results/xiiotid__alpha0.5__seed{0,1,2}__support_weighted__beta{0,.25,.5,.75,1}`): +pooled means 0.544361 / 0.555434 / 0.567322 / **0.579367** / 0.573479; `argmax = 0.75`. + +**Reporting-confusion check.** The audit searched the entire repository (docs, research notes, +handoff) for any statement of the form "selected beta changes (0.50 -> 0.00)" or equivalent +conflating the two conditions. **No such statement exists in the repository.** Every written +occurrence is correct: alpha=0.50 pooled `beta_star = 0.75`; alpha=0.25 pooled +`beta_star = 0.00`. The value `0.50` appears only as (a) the Session-5 **seed-0 single-condition** +selection for alpha=0.50 and (b) the Session-6 **per-seed diagnostic** for alpha=0.50 seed 0. +It is **not** the condition-level pooled selection for alpha=0.50. This disambiguation has been +added explicitly to the report (§L) and handoff. + +These are descriptive associations; the realized partition characteristics (not alpha alone) are +reported alongside, and **no causal claim is made that alpha by itself caused the difference**. +The beta effect remains small relative to between-seed variance at both settings. + +--- + +## N. Artifact provenance + +Every reported quantity traces to a machine-readable artifact or a deterministic recomputation. + +| Reported quantity | Source artifact(s) | Derivation | Verified | +|---|---|---|---| +| run existence / config | `results//metadata.json` | direct read | yes | +| manifest content/partition/split hashes | `artifacts/partitions/xiiotid__alpha0.25__seed{0,1,2}.json` | module hash + `reproduce_train_assignments` | yes | +| pairing proof | `artifacts/analysis/...__prototype_snapshot.json` | sha256 across 6 runs/seed | yes | +| seed-level validation score | `results/.../val_per_client.csv` + `val_selection.json` | mean of per-client rare macro-F1 | yes | +| validation global metrics | `results/.../val_confusion_matrix.json` | independent numpy recompute | yes | +| pooled mean/std, `beta_star` | recomputed seed scores | mean/`stdev` over seeds, argmax | yes | +| test metrics (beta 0, original) | `results/.../test_confusion_matrix.json` | independent recompute + mean/std | yes | +| test descriptive (all candidates) | `artifacts/analysis/...__test_descriptive.csv` | direct read | yes | +| beta=0 equivalence | original vs beta0 artifacts/snapshots | sha256 + independent aggregation + history diff | yes | +| direct-effect displacement | snapshots + `...__prototype_effect_pooled.csv` | independent `direct_prototype` recompute | yes | +| client improve/degrade | `results/.../val_per_client.csv` + `...__client_validation_{summary,detail}.csv` | deltas vs beta0 | yes | +| rare-class identity | `artifacts/analysis/...__rare_unseen.csv` + manifest | recompute definition | yes | +| partition characterization | manifests + `results/.../characterization.csv` | independent numpy recompute | yes | +| runtime / RSS | `artifacts/analysis/xiiotid__alpha0.25__multiseed__runtime.csv` (source `/tmp/opencode/s7_logs/*.time`, present) | parse logs; sum = 43,799.03 s = 12.166 h | yes | + +No scientific number was found to exist only in Markdown without a machine-readable or +deterministic source. + +--- + +## O. Deviations / corrections found + +1. **Cross-alpha label disambiguation (documentation-only).** The reported external phrasing + "Selected beta changes (0.50 -> 0.00)" is **not present anywhere in the repository**; the + repo already states alpha=0.50 pooled = 0.75 and alpha=0.25 pooled = 0.00. An explicit + disambiguation note was added to `docs/research/ALPHA025_BETA_VALIDATION.md` §L and + `docs/handoff/SESSION_HANDOFF.md` §11 so the Session-5 seed-0 `0.50` and Session-6 pooled + `0.75` cannot be conflated. No scientific value changed. +2. **Wording nuance (clarified).** Handoff §14 item 6 ("the beta direction may reverse under + stronger heterogeneity … monotone in heterogeneity") is a speculation, not a settled trend; + reworded to a neutral "one more condition; not yet a trend across alpha" framing. +3. **No arithmetic, metric-label, std-convention, or provenance defect was found** in the + Session 7 report or analysis artifacts. No derived CSV required correction. + +No training outputs, aggregation, model, manifests, or scientific protocol were altered. + +--- + +## P. Final audit verdict + +**PASS WITH MINOR CORRECTIONS.** + +- Run inventory: **PASS** (18/18, no duplicates/partials; no alpha=0.75 or 5G-NIDD run). +- Pairing / manifest reproduction: **PASS** (hash-identical; raw-data reproduction exact). +- Partition characterization: **PASS** (19/27, 38, 15.6/20.8/7.8, 6/6/5; alpha=0.50 7/27, 9). +- Validation recomputation (seed-level and global): **PASS** (exact). +- Rare/unseen integrity: **PASS** (0 mismatches; training-derived; no val/test influence). +- Pooled selection: **PASS**; independent `beta_star = 0.00` using validation only. +- Validation/test leakage: **PASS**; selection reads validation only and is reproducible. +- Test summaries (selected beta and `original_protean`): **PASS** (exact). +- beta=0 equivalence: **PASS**, class **B** (semantically equivalent + float divergence). +- Direct-effect and client-level analyses: **PASS** (independent recompute exact). +- Cross-alpha comparison: **PASS**; alpha=0.50 pooled = 0.75, alpha=0.25 pooled = 0.00. +- Source/data integrity, pytest (75 passed, 0 failed, 0 skipped, 0 warnings): **PASS**. + +The corrections are documentation/wording only and do not affect `beta_star` or the scientific +interpretation. Session 7 is **safe to checkpoint** with the documented limitations (single +dataset, two alphas, three project-defined seeds, weak effect relative to seed variance, `S_j` +reproduction assumption, no global-optimum claim).