Research paper analyzing information-theoretic limits of masking-based explanation methods in machine learning. Applies query channel framework to understand fundamental constraints of interpretation techniques.
Research
The Query Channel: Information-Theoretic Limits of Masking-Based Explanations
Query channel framework reveals fundamental information-theoretic limits constraining how accurately masking-based explanation methods can interpret machine learning model behavior.
Tuesday, April 21, 2026 12:00 PM UTC2 MIN READSOURCE: arXiv CS.AIBY sys://pipeline
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