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docs: fix SNN-PC attribution to Lee 2024 - #49

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docs: fix SNN-PC attribution to Lee 2024#49
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fix/snn-pc-attribution

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Problème

Les sources BioFieldWML Phase 2 (PR #24) citaient une référence inexistante « Palacios, arXiv:2409.05386 » pour le predictive-coding spiking. Une vérification deep-research (citations contrôlées) a montré deux erreurs :

  • arXiv:2409.05386 = le survey N'dri et al. 2024, pas un papier SNN-PC.
  • Aucun auteur « Palacios » n'existe.

Correction

Toutes les occurrences (docstrings bio_field_wml.py / spiking_kiki_bio_client.py, test, specs, plan, CHANGELOG, README) pointent désormais vers la vraie référence SNN-PC : Lee, Dora, Mejias, Bohte & Pennartz, Predictive coding with spiking neurons and feedforward gist signaling, Frontiers in Comp. Neuroscience 2024, DOI 10.3389/fncom.2024.1338280. Le survey N'dri (2409.05386) est conservé, correctement attribué, en note de désambiguïsation.

Changements de texte uniquement (commentaires/doc/citations), aucune logique modifiée. grep palacios = 0.

🤖 Generated with Claude Code

The BioFieldWML Phase 2 sources cited a non-existent reference
"Palacios, arXiv:2409.05386" for SNN predictive coding. Verification
found this wrong twice: 2409.05386 is the N'dri et al. 2024 survey
(not SNN-PC), and no author "Palacios" exists.

Corrected all docstrings, specs, plan, CHANGELOG and README to the
real reference (Lee, Dora, Mejias, Bohte & Pennartz, Frontiers in
Comp. Neuroscience 2024, DOI 10.3389/fncom.2024.1338280); the survey
is retained, correctly attributed, as a disambiguation note only.
Copilot AI review requested due to automatic review settings May 30, 2026 10:13

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Pull request overview

This PR corrects the BioFieldWML Phase 2 attribution from the nonexistent Palacios/arXiv reference to Lee et al. 2024, while preserving the survey arXiv ID only as a disambiguation note.

Changes:

  • Updates code docstrings/comments and unit-test references to cite Lee et al. 2024.
  • Updates README, CHANGELOG, substrate overview, specs, and plan documentation.
  • Adds clarification that arXiv:2409.05386 is a survey, not the SNN-PC mechanism source.

Reviewed changes

Copilot reviewed 9 out of 9 changed files in this pull request and generated 1 comment.

Show a summary per file
File Description
track_w/spiking_kiki_bio_client.py Updates adapter docstring attribution to Lee et al.
track_w/bio_field_wml.py Updates BioFieldWML Phase 2 documentation/comments attribution.
tests/unit/test_bio_wml_pc.py Updates test module reference citation.
README.md Updates BioFieldWML plan reference in the project summary table.
docs/superpowers/specs/2026-05-21-spike-attention-moe-design.md Updates SNN-PC compatibility citation.
docs/superpowers/specs/2026-05-21-biofield-spikingkiki-coupling-design.md Updates coupling design citation and examples.
docs/superpowers/plans/2026-05-19-bio-substrate-wml.md Replaces Ref B-3 citation and adds arXiv disambiguation note.
docs/substrate-paradigms.md Updates BioField PC-VMP provenance citation.
CHANGELOG.md Updates biological substrate integration attribution.

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**Note on arXiv:2409.05386.**
That arXiv ID corresponds to a *survey* paper (N'dri, Gebhardt,
Teulière, Zeldenrust, Rao, Triesch, Ororbia & al., *"Predictive Coding
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2 participants