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Simplicity Bias in Transformers and their Ability to Learn Sparse Boolean Functions


Nov 22, 2022
Satwik Bhattamishra, Arkil Patel, Varun Kanade, Phil Blunsom

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* Preprint 

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When are Local Queries Useful for Robust Learning?


Oct 12, 2022
Pascale Gourdeau, Varun Kanade, Marta Kwiatkowska, James Worrell

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* Accepted to NeurIPS 2022 

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Partial Matrix Completion


Aug 25, 2022
Varun Kanade, Elad Hazan, Adam Tauman Kalai

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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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Sample Complexity Bounds for Robustly Learning Decision Lists against Evasion Attacks


May 12, 2022
Pascale Gourdeau, Varun Kanade, Marta Kwiatkowska, James Worrell

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* To appear in the proceedings of International Joint Conference on Artificial Intelligence (2022) 

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Exponential Tail Local Rademacher Complexity Risk Bounds Without the Bernstein Condition


Feb 23, 2022
Varun Kanade, Patrick Rebeschini, Tomas Vaskevicius

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Towards optimally abstaining from prediction


May 28, 2021
Adam Tauman Kalai, Varun Kanade

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* 23 pages 

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Efficient Learning with Arbitrary Covariate Shift


Feb 15, 2021
Adam Kalai, Varun Kanade

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Lottery Tickets in Linear Models: An Analysis of Iterative Magnitude Pruning


Aug 06, 2020
Bryn Elesedy, Varun Kanade, Yee Whye Teh

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* 16 pages, 1 figure. Corrections to previous version 

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