c1821dcbc4
feat(ml): replace Autoencoder with RealNVP Normalizing Flow and add SessionTransformer embeddings
...
Replace TrafficAutoEncoder (MSE reconstruction scoring) with TrafficNormalizingFlow
(RealNVP via FrEIA, 4 affine coupling blocks, anomaly score = -log p(x)) for
mathematically rigorous density estimation. Add SessionTransformer module producing
32-dimensional sequence embeddings from raw HTTP request sequences (path, method,
timing) via a lightweight TransformerEncoder, replacing path_transition_entropy and
cadence_cv features. Update thesis documentation sections 2.4.2b and 3.8 accordingly.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com >
2026-04-13 15:11:21 +02:00
0e5f94dd0d
docs: restructure thesis into chapter files with corrected references
...
Split monolithic thesis into separate chapter markdown files under
docs/thesis/. Remove fabricated bibliography entries, correct inflated
claims, add GNN/Transformers section, and rename MetaLearner to Fusion LR.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com >
2026-04-13 13:51:38 +02:00
