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Interpretability and sensitivity checks of the RSPA revision (ESM Sections S11 and S16) - #15

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Ed-Mehrez wants to merge 8 commits into

dynamicslab:mainfrom

Ed-Mehrez:interpretability-checks

Commits on Sep 30, 2026

Add the SKVI policy checks behind ESM Section S11 of the Proc. R. Soc. A revision

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666e7dc
Apply the repository's pre-commit hooks (isort, black profile) to the SKVI policy checks

Ed-Mehrez
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8f3cc27
pytest: put the repository root on the import path so plain pytest collects tests that import koopmanrl_utils

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b0eabf5

Commits on Oct 4, 2026

Add the checks behind ESM Section S16 (accuracy along the learned policy, sensitivity of SKVI)

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34c6d01
S16 checks: count a seed as failed when it is near the target for under 0.1% of the episode

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12a9edf

Commits on Oct 5, 2026

S16 checks: separate the two effects of re-identification on Lorenz (Preston's review, point 4)

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5a65dbe
Self-contained comments; cite only the statements the code implements

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1cebcf5

Commits on Oct 6, 2026

Add the held-out prediction-error validation of the Koopman tensor

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3ed0525