Layer-wise Relevance Propagation for physioex.explain (CNN, recurrent, attention models) - #14

Merged

guidogagl merged 17 commits into

physioex-devfrom

feat/lrp-explain

Sep 13, 2026

Commits on Sep 10, 2026

feat(explain): add LRP attribution (Phase 1: core + CNN classics)

Guido Gagliardi
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6efed20
fix(explain/lrp): seed LRP with the target logit, not a one-hot

Guido Gagliardi
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a8cb324
feat(explain/lrp): Arras signal-take LRP for LSTM/GRU (Phase 2a)

Guido Gagliardi
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73f4be9

Commits on Sep 11, 2026

feat(explain/lrp): instrumented AttnLRP for attention/transformers (Phase 2b)

Guido Gagliardi
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70082d3
feat(explain/lrp): end-to-end model wiring + attention-pooling CP-LRP (Phase 2c)

Guido Gagliardi
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965abb5
feat(explain/lrp): coresleep + protosleepnet support (Phase 2c consolidation)

Guido Gagliardi
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f2f4435
fix(explain/lrp): multi-agent review fixes — correctness, conservation, robustness

Guido Gagliardi
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b1b53a3
refactor(explain/lrp): vendor the ε/identity rule wrappers, drop the lxt dependency

Guido Gagliardi
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014cb1e
ci(test): install torchvision from the CPU index (zennit dependency)

Guido Gagliardi
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b981d6a

Commits on Sep 13, 2026

docs(api): list physioex.explain.lrp in the API reference

Guido Gagliardi
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fc96b89
fix(explain/lrp): adversarial-review fixes — view-safe add rule, device/dtype, coverage tests

Guido Gagliardi
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4ca2af1
test(lrp): call prepare on eval-mode modules (silence intended training-mode warning)

Guido Gagliardi
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8a5607e
feat(explain/lrp): gate_rule option for LRPLSTM/LRPGRU (signal_take | uniform)

Guido Gagliardi
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173fd79
fix(explain/lrp): identity rule on gate sigmoids so the uniform gate rule conserves

Guido Gagliardi
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a58602e
docs(explain/lrp): ε guidance + "LRP vs path-based attribution"; add SeqSleepNet N3 example

Guido Gagliardi
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91a552d
examples(lrp): import MultiDataset from its actual module

Guido Gagliardi
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70ce9ec
chore(release): bump to 2.0.1, add CHANGELOG, mention LRP in README

Guido Gagliardi
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abf90c9