[DOC] Massive update of the model's webpage

[bruAristimunha]

No description provided.

[Copilot]

Pull Request Overview

This PR implements a massive refactor of the model webpage documentation, transforming a single static page into a comprehensive, multi-page model documentation system with enhanced visualization and organization.

Key changes:

• Replaces static matplotlib visualization with interactive Plotly charts
• Reorganizes models documentation into multiple themed pages (categorization, table, visualization)
• Adds comprehensive bibliography with BibTeX support and model categorization system

Reviewed Changes

Copilot reviewed 18 out of 27 changed files in this pull request and generated 5 comments.

Show a summary per file

File	Description
pyproject.toml	Adds new documentation dependencies (sphinx-autodoc-typehints, sphinx-autobuild, sphinxcontrib-bibtex, plotly)
docs/prepare_summary_tables.py	Complete rewrite to generate interactive Plotly visualizations and enhanced HTML table formatting
docs/models_summary.rst	Deleted - replaced by new multi-page structure
docs/models/	New directory structure with 4 dedicated pages for models documentation
docs/references.bib	New comprehensive bibliography with 230+ academic references
braindecode/models/summary.csv	Adds "Categorization" column to classify models by architectural type
docs/conf.py	Configures new Sphinx extensions and icons for the enhanced documentation

Comments suppressed due to low confidence (2)

docs/prepare_summary_tables.py:2

• The import math is removed but never used in the diff. This appears to be dead code removal, which is good for maintainability.

from argparse import ArgumentParser

docs/prepare_summary_tables.py:5

• [nitpick] The matplotlib import is removed but the code now uses Plotly. Consider adding a comment explaining this architectural change for future maintainers.

import pandas as pd

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[codecov]

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 87.20%. Comparing base (bde6cf7) to head (a77ed46).
⚠️ Report is 1 commits behind head on master.

Additional details and impacted files

@@            Coverage Diff             @@
##           master     #774      +/-   ##
==========================================
- Coverage   87.74%   87.20%   -0.55%     
==========================================
  Files          94       94              
  Lines        7712     7712              
==========================================
- Hits         6767     6725      -42     
- Misses        945      987      +42     

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