"Where Can I Trust You?": Boundary-Aware Evaluation of Surrogate Fidelity
cs.LG
Submitted: 2026-09-26
Updated: 2026-09-26
Code: https://github.com/jacksoneshbaugh/boundary-aware-surrogate-fidelity
Terminology
Sources
- Defining Locality for Surrogates in Post-hoc Interpretablity
- Towards Faithful Model Explanation in NLP: A Survey
- Understanding surrogate explanations: the interplay between complexity, fidelity and coverage
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