Issues

• Fast exact Shapley values for tree ensembles

  enhancementexplainerhelp wantedperformance
  adaumsilva/XAI-framework#21 · Filter by author adaumsilva opened on Sep 21, 2026

• Integrated Gradients for PyTorch / TensorFlow models

  deep-learningenhancementexplainerhelp wanted
  adaumsilva/XAI-framework#20 · Filter by author adaumsilva opened on Sep 21, 2026

• Conformance test suite for third-party explainers

  help wantedtesting
  adaumsilva/XAI-framework#19 · Filter by author adaumsilva opened on Sep 21, 2026

• When methods disagree, say why: disagreement diagnostics

  enhancementhelp wantedresearch
  adaumsilva/XAI-framework#18 · Filter by author adaumsilva opened on Sep 21, 2026

• Release automation: publish to PyPI on tag via trusted publishing

  help wantedinfrastructure
  adaumsilva/XAI-framework#17 · Filter by author adaumsilva opened on Sep 21, 2026

• Performance: explainer caching, parallel permutation importance, benchmarks

  help wantedperformance
  adaumsilva/XAI-framework#15 · Filter by author adaumsilva opened on Sep 21, 2026

• Standalone HTML report with interactive chart

  enhancementhelp wanted
  adaumsilva/XAI-framework#14 · Filter by author adaumsilva opened on Sep 21, 2026

• Command-line interface: xai explain model.pkl data.csv --row 3

  enhancementhelp wanted
  adaumsilva/XAI-framework#13 · Filter by author adaumsilva opened on Sep 21, 2026

• Image models: superpixel surrogate and coalition explanations

  enhancementexplainerhelp wantedimage
  adaumsilva/XAI-framework#12 · Filter by author adaumsilva opened on Sep 21, 2026

• Text models: surrogate and coalition explanations over tokens

  enhancementexplainerhelp wantedtext
  adaumsilva/XAI-framework#11 · Filter by author adaumsilva opened on Sep 21, 2026

• Surrogate: quantile discretisation, forward selection, and parity tests against reference implementations

  enhancementexplainerhelp wanted
  adaumsilva/XAI-framework#10 · Filter by author adaumsilva opened on Sep 21, 2026

• Explain sklearn Pipelines in the original feature space

  enhancementhelp wanted
  adaumsilva/XAI-framework#9 · Filter by author adaumsilva opened on Sep 21, 2026

• Faithfulness & stability metrics, and metric-weighted consensus

  enhancementhelp wantedresearch
  adaumsilva/XAI-framework#8 · Filter by author adaumsilva opened on Sep 21, 2026

• Global explainers: Partial Dependence and Accumulated Local Effects

  enhancementexplainerhelp wanted
  adaumsilva/XAI-framework#7 · Filter by author adaumsilva opened on Sep 21, 2026

• Add a counterfactual explainer ("what would need to change?")

  enhancementexplainerhelp wanted
  adaumsilva/XAI-framework#6 · Filter by author adaumsilva opened on Sep 21, 2026

• Add an Anchors explainer (rule-based local explanations)

  enhancementexplainerhelp wanted
  adaumsilva/XAI-framework#5 · Filter by author adaumsilva opened on Sep 21, 2026

• Integration tests for XGBoost, LightGBM and CatBoost

  good first issuehelp wantedtesting
  adaumsilva/XAI-framework#3 · Filter by author adaumsilva opened on Sep 21, 2026
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