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Distributionally Robust Bayesian Optimization with $Ο†$-divergences



Hisham Husain , Vu Nguyen , Anton van den Hengel

* 16 pages 

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A Law of Robustness for Weight-bounded Neural Networks



Hisham Husain , Borja Balle

* The main result does not resolve the conjecture as claimed. However the proof technique can be used to obtain a weaker result. The manuscript will be updated at a later date 

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Regularized Policies are Reward Robust



Hisham Husain , Kamil Ciosek , Ryota Tomioka


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Risk-Monotonicity in Statistical Learning



Zakaria Mhammedi , Hisham Husain


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Risk-Monotonicity via Distributional Robustness



Zakaria Mhammedi , Hisham Husain

* There is a mistake in one of the derivations. It can be fixed, but the paper will change significantly 

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Data Preprocessing to Mitigate Bias with Boosted Fair Mollifiers



Alexander Soen , Hisham Husain , Richard Nock


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Optimal Continual Learning has Perfect Memory and is NP-hard



Jeremias Knoblauch , Hisham Husain , Tom Diethe

* Accepted for publication at ICML (International Conference on Machine Learning) 2020; 13 pages, 8 Figures 

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Distributional Robustness with IPMs and links to Regularization and GANs



Hisham Husain


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