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Limor Gultchin

University of Oxford

Pragmatic Fairness: Developing Policies with Outcome Disparity Control


Jan 28, 2023
Limor Gultchin, Siyuan Guo, Alan Malek, Silvia Chiappa, Ricardo Silva

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Causal Inference with Treatment Measurement Error: A Nonparametric Instrumental Variable Approach


Jun 18, 2022
Yuchen Zhu, Limor Gultchin, Arthur Gretton, Matt Kusner, Ricardo Silva

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* UAI 2022 (Oral) 

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Beyond Impossibility: Balancing Sufficiency, Separation and Accuracy


May 24, 2022
Limor Gultchin, Vincent Cohen-Addad, Sophie Giffard-Roisin, Varun Kanade, Frederik Mallmann-Trenn

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Operationalizing Complex Causes: A Pragmatic View of Mediation


Jun 10, 2021
Limor Gultchin, David S. Watson, Matt J. Kusner, Ricardo Silva

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* International Conference on Machine Learning 2021 

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Operationalizing Complex Causes:A Pragmatic View of Mediation


Jun 09, 2021
Limor Gultchin, David S. Watson, Matt J. Kusner, Ricardo Silva

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* ICML 2021 

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Proximal Causal Learning with Kernels: Two-Stage Estimation and Moment Restriction


Jun 06, 2021
Afsaneh Mastouri, Yuchen Zhu, Limor Gultchin, Anna Korba, Ricardo Silva, Matt J. Kusner, Arthur Gretton, Krikamol Muandet

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Local Explanations via Necessity and Sufficiency: Unifying Theory and Practice


Mar 27, 2021
David Watson, Limor Gultchin, Ankur Taly, Luciano Floridi

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Differentiable Causal Backdoor Discovery


Mar 03, 2020
Limor Gultchin, Matt J. Kusner, Varun Kanade, Ricardo Silva

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* Published in the Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics (AISTATS) 2020, Palermo, Italy 

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Humor in Word Embeddings: Cockamamie Gobbledegook for Nincompoops


Feb 11, 2019
Limor Gultchin, Genevieve Patterson, Nancy Baym, Nathaniel Swinger, Adam Tauman Kalai

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