ConSim: Measuring Concept-Based Explanations' Effectiveness with Automated Simulatability

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ConSim: Measuring Concept-Based Explanations' Effectiveness with Automated Simulatability

10 January 2025

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Papers citing "ConSim: Measuring Concept-Based Explanations' Effectiveness with Automated Simulatability"

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Title
Capturing Polysemanticity with PRISM: A Multi-Concept Feature Description Framework Laura Kopf Nils Feldhus Kirill Bykov P. Bommer Anna Hedström Marina M.-C. Höhne Oliver Eberle 30 0 0 18 Jun 2025
Archetypal SAE: Adaptive and Stable Dictionary Learning for Concept Extraction in Large Vision Models Thomas Fel Ekdeep Singh Lubana Jacob S. Prince M. Kowal Victor Boutin Isabel Papadimitriou Binxu Wang Martin Wattenberg Demba Ba Talia Konkle 76 8 0 18 Feb 2025
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 1.3K 22,379 0 22 May 2017
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.3K 17,237 0 16 Feb 2016