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Explainer Divergence Scores (EDS): Some Post-Hoc Explanations May be Effective for Detecting Unknown Spurious Correlations

Authors : Cardozo, Shea; Montero, Gabriel Islas; Kazhdan, Dmitry

Subjects: Computer Science - Machine Learning; Computer Science - Artificial Intelligence

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Encoding Concepts in Graph Neural Networks

Authors : Magister, Lucie Charlotte; Barbiero, Pietro; Kazhdan, Dmitry

Subjects: Computer Science - Machine Learning; Computer Science - Artificial Intelligence; Computer Science - Logic in Computer Science

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GCExplainer: Human-in-the-Loop Concept-based Explanations for Graph Neural Networks

Authors : Magister, Lucie Charlotte; Kazhdan, Dmitry; Singh, Vikash

Subjects: Computer Science - Machine Learning

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Algorithmic Concept-based Explainable Reasoning

Authors : Georgiev, Dobrik; Barbiero, Pietro; Kazhdan, Dmitry

Subjects: Computer Science - Machine Learning

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Manipulating SGD with Data Ordering Attacks

Authors : Shumailov, Ilia; Shumaylov, Zakhar; Kazhdan, Dmitry

Subjects: Computer Science - Machine Learning; Computer Science - Artificial Intelligence; Computer Science - Cryptography and Security

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Failing Conceptually: Concept-Based Explanations of Dataset Shift

Authors : Wijaya, Maleakhi A.; Kazhdan, Dmitry; Dimanov, Botty

Subjects: Computer Science - Machine Learning

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Is Disentanglement all you need? Comparing Concept-based & Disentanglement Approaches

Authors : Kazhdan, Dmitry; Dimanov, Botty; Terre, Helena Andres

Subjects: Computer Science - Machine Learning; Computer Science - Artificial Intelligence

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MEME: Generating RNN Model Explanations via Model Extraction

Authors : Kazhdan, Dmitry; Dimanov, Botty; Jamnik, Mateja

Subjects: Computer Science - Machine Learning; Computer Science - Artificial Intelligence

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Now You See Me (CME): Concept-based Model Extraction

Authors : Kazhdan, Dmitry; Dimanov, Botty; Jamnik, Mateja

Subjects: Computer Science - Machine Learning

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MARLeME: A Multi-Agent Reinforcement Learning Model Extraction Library

Authors : Kazhdan, Dmitry; Shams, Zohreh; Liò, Pietro

Subjects: Computer Science - Machine Learning; Computer Science - Artificial Intelligence; Statistics - Machine Learning

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