Ribeiro, Singh and Guestrin: LIME local model explanations

What changed

Combined local surrogate fitting with representative submodular explanation selection.

Scientific scope

The record is the exact three-author KDD 2016 paper. Local surrogate agreement is not causal explanation, universal faithfulness or a safety guarantee; later stability analyses, Anchors and SHAP remain separate.

Evidence

The linked sources identify this contribution and its scope. WRS has not independently reconstructed the scientific claims. The record is the exact three-author KDD 2016 paper. Local surrogate agreement is not causal explanation, universal faithfulness or a safety guarantee; later stability analyses, Anchors and SHAP remain separate.

Contributors

• Marco Tulio Ribeiro · SCIENCE: Named source author of the scoped work; individual effort shares are not measured.
• Sameer Singh · SCIENCE: Named source author of the scoped work; individual effort shares are not measured.
• Carlos Guestrin · SCIENCE: Named source author of the scoped work; individual effort shares are not measured.

• ACM proceedings record for the LIME paper
• Author preprint record for the LIME paper

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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