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12/18/2018
Consistent Robust Adversarial Prediction for General Multiclass Classification
We propose a robust adversarial prediction framework for general multicl...
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11/07/2018
Distributionally Robust Graphical Models
In many structured prediction problems, complex relationships between va...
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12/28/2017
Kernel Robust Bias-Aware Prediction under Covariate Shift
Under covariate shift, training (source) data and testing (target) data ...
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12/28/2017
Robust Covariate Shift Prediction with General Losses and Feature Views
Covariate shift relaxes the widely-employed independent and identically ...
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12/20/2017
Adversarial Structured Prediction for Multivariate Measures
Many predicted structured objects (e.g., sequences, matchings, trees) ar...
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10/21/2017
ADA: A Game-Theoretic Perspective on Data Augmentation for Object Detection
The use of random perturbations of ground truth data, such as random tra...
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08/15/2013
Computational Rationalization: The Inverse Equilibrium Problem
Modeling the purposeful behavior of imperfect agents from a small number...
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06/20/2012