Jacquin Antoine 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

..

tests

feat(ml): replace Autoencoder with RealNVP Normalizing Flow and add SessionTransformer embeddings

2026-04-13 15:11:21 +02:00

__init__.py

refactor(bot-detector): extract monolith into modular package

2026-04-09 01:02:04 +02:00

__main__.py

refactor(bot-detector): extract monolith into modular package

2026-04-09 01:02:04 +02:00

browser_matcher_dynamic.py

feat(bot-detector): add dynamic browser profiling engine with HDBSCAN clustering

2026-04-13 02:06:00 +02:00

browser_matcher.py

feat: multi-distro VM tests, ja4ebpf eBPF improvements, bot-detector scoring

2026-04-13 01:09:33 +02:00

browser_signatures.py

feat: multi-distro VM tests, ja4ebpf eBPF improvements, bot-detector scoring

2026-04-13 01:09:33 +02:00

browser.py

feat: roadmap détection bots §2-9 — HTTP/2, cohérence, drift, flotte, Jaccard, ExIFFI, méta-learner, métriques

2026-04-10 00:11:35 +02:00

config.py

feat(ml): replace Autoencoder with RealNVP Normalizing Flow and add SessionTransformer embeddings

2026-04-13 15:11:21 +02:00

cycle.py

feat(ml): replace Autoencoder with RealNVP Normalizing Flow and add SessionTransformer embeddings

2026-04-13 15:11:21 +02:00

Dockerfile

refactor(bot-detector): extract monolith into modular package

2026-04-09 01:02:04 +02:00

Dockerfile.tests

fix(docker): add g++ for isotree build, add dashboard Dockerfile.tests

2026-04-08 08:08:13 +02:00

fleet.py

feat: roadmap détection bots §2-9 — HTTP/2, cohérence, drift, flotte, Jaccard, ExIFFI, méta-learner, métriques

2026-04-10 00:11:35 +02:00

infra.py

refactor(bot-detector): extract monolith into modular package

2026-04-09 01:02:04 +02:00

log.py

refactor(bot-detector): extract monolith into modular package

2026-04-09 01:02:04 +02:00

metrics.py

feat: roadmap détection bots §2-9 — HTTP/2, cohérence, drift, flotte, Jaccard, ExIFFI, méta-learner, métriques

2026-04-10 00:11:35 +02:00

models.py

feat(ml): replace Autoencoder with RealNVP Normalizing Flow and add SessionTransformer embeddings

2026-04-13 15:11:21 +02:00

pipeline.py

feat(ml): replace Autoencoder with RealNVP Normalizing Flow and add SessionTransformer embeddings

2026-04-13 15:11:21 +02:00

preprocessing.py

feat(ml): replace Autoencoder with RealNVP Normalizing Flow and add SessionTransformer embeddings

2026-04-13 15:11:21 +02:00

profile_builder.py

feat(bot-detector): add dynamic browser profiling engine with HDBSCAN clustering

2026-04-13 02:06:00 +02:00

requirements.txt

feat(ml): replace Autoencoder with RealNVP Normalizing Flow and add SessionTransformer embeddings

2026-04-13 15:11:21 +02:00

scoring.py

feat: multi-distro VM tests, ja4ebpf eBPF improvements, bot-detector scoring

2026-04-13 01:09:33 +02:00

session_transformer.py

feat(ml): replace Autoencoder with RealNVP Normalizing Flow and add SessionTransformer embeddings

2026-04-13 15:11:21 +02:00