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Tailoring to the Tails: Risk Measures for Fine-Grained Tail Sensitivity


Aug 05, 2022
Christian Fröhlich, Robert C. Williamson


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Fairness and Randomness in Machine Learning: Statistical Independence and Relativization


Jul 27, 2022
Rabanus Derr, Robert C. Williamson

* This draft paper will be presented at the Philosophy of Science meets Machine Learning Conference in T\"ubingen in October 2022. Comments and feedback are very welcome 

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Information Processing Equalities and the Information-Risk Bridge


Jul 25, 2022
Robert C. Williamson, Zac Cranko

* 40 pages 

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Risk Measures and Upper Probabilities: Coherence and Stratification


Jun 08, 2022
Christian Fröhlich, Robert C. Williamson

* fixed a typo 

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What killed the Convex Booster ?


May 25, 2022
Yishay Mansour, Richard Nock, Robert C. Williamson


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PAC-Bayesian Bound for the Conditional Value at Risk


Jun 26, 2020
Zakaria Mhammedi, Benjamin Guedj, Robert C. Williamson


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Proper-Composite Loss Functions in Arbitrary Dimensions


Feb 19, 2019
Zac Cranko, Robert C. Williamson, Richard Nock


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Adversarial Networks and Autoencoders: The Primal-Dual Relationship and Generalization Bounds


Feb 03, 2019
Hisham Husain, Richard Nock, Robert C. Williamson


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Fairness risk measures


Jan 24, 2019
Robert C. Williamson, Aditya Krishna Menon


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