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Sundararajan, Taly and Yan: integrated gradients

Contribution grade

Evaluation, safety and interpretability · METHOD

Reference score60,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

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

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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