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Towards Robust Metrics for Concept Representation Evaluation


Jan 25, 2023
Mateo Espinosa Zarlenga, Pietro Barbiero, Zohreh Shams, Dmitry Kazhdan, Umang Bhatt, Adrian Weller, Mateja Jamnik

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* To appear at AAAI 2023 

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


Nov 14, 2022
Shea Cardozo, Gabriel Islas Montero, Dmitry Kazhdan, Botty Dimanov, Maleakhi Wijaya, Mateja Jamnik, Pietro Lio

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* Presented at the AIMLAI workshop at the 31st ACM International Conference on Information and Knowledge Management (CIKM 2022) 

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Encoding Concepts in Graph Neural Networks


Aug 07, 2022
Lucie Charlotte Magister, Pietro Barbiero, Dmitry Kazhdan, Federico Siciliano, Gabriele Ciravegna, Fabrizio Silvestri, Mateja Jamnik, Pietro Lio

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


Jul 25, 2021
Lucie Charlotte Magister, Dmitry Kazhdan, Vikash Singh, Pietro Liò

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* Accepted as 3rd ICML Workshop on Human in the Loop Learning, 2021 

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Algorithmic Concept-based Explainable Reasoning


Jul 15, 2021
Dobrik Georgiev, Pietro Barbiero, Dmitry Kazhdan, Petar Veličković, Pietro Liò

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* preprint 

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Failing Conceptually: Concept-Based Explanations of Dataset Shift


May 01, 2021
Maleakhi A. Wijaya, Dmitry Kazhdan, Botty Dimanov, Mateja Jamnik

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* ICLR 2021 Workshop (RobustML), 16 pages, 14 figures; typos corrected 

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Manipulating SGD with Data Ordering Attacks


Apr 19, 2021
Ilia Shumailov, Zakhar Shumaylov, Dmitry Kazhdan, Yiren Zhao, Nicolas Papernot, Murat A. Erdogdu, Ross Anderson

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


Apr 14, 2021
Dmitry Kazhdan, Botty Dimanov, Helena Andres Terre, Mateja Jamnik, Pietro Liò, Adrian Weller

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* Presented at the RAI, WeaSul, and RobustML workshops at The Ninth International Conference on Learning Representations (ICLR) 2021 

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MEME: Generating RNN Model Explanations via Model Extraction


Dec 13, 2020
Dmitry Kazhdan, Botty Dimanov, Mateja Jamnik, Pietro Liò

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* Presented at the HAMLETS workshop at the 34th Conference on Neural Information Processing Systems (NeurIPS 2020) 

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