What changed
Proposed attribution axioms and integrated gradients using a baseline path integral.
Scientific scope
The record is the exact three-author ICML 2017 paper. Attributions are model- and baseline-dependent explanations of predictions, not causal effects, guarantees of faithfulness in every setting or evidence that a model is safe.
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 ICML 2017 paper. Attributions are model- and baseline-dependent explanations of predictions, not causal effects, guarantees of faithfulness in every setting or evidence that a model is safe.
Contributors
- Mukund Sundararajan · SCIENCE: Named source author of the scoped work; individual effort shares are not measured.
- Ankur Taly · SCIENCE: Named source author of the scoped work; individual effort shares are not measured.
- Qiqi Yan · SCIENCE: Named source author of the scoped work; individual effort shares are not measured.
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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