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AP-Perf: Incorporating Generic Performance Metrics in Differentiable Learning

Dec 02, 2019
Rizal Fathony, J. Zico Kolter


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Fair Logistic Regression: An Adversarial Perspective

Mar 19, 2019
Ashkan Rezaei, Rizal Fathony, Omid Memarrast, Brian Ziebart


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Consistent Robust Adversarial Prediction for General Multiclass Classification

Dec 18, 2018
Rizal Fathony, Kaiser Asif, Anqi Liu, Mohammad Ali Bashiri, Wei Xing, Sima Behpour, Xinhua Zhang, Brian D. Ziebart

* 48 pages, 10 figures 

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Distributionally Robust Graphical Models

Nov 07, 2018
Rizal Fathony, Ashkan Rezaei, Mohammad Ali Bashiri, Xinhua Zhang, Brian D. Ziebart

* Appears in Neural Information Processing Systems, 2018 

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Kernel Robust Bias-Aware Prediction under Covariate Shift

Dec 28, 2017
Anqi Liu, Rizal Fathony, Brian D. Ziebart


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