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Poster
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Thu 9:00
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Robust early-learning: Hindering the memorization of noisy labels
Xiaobo Xia · Tongliang Liu · Bo Han · Chen Gong · Nannan Wang · Zongyuan Ge · Yi Chang
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Workshop
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Safe Model-based Reinforcement Learning with Robust Cross-Entropy Method
Zuxin Liu
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Poster
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Thu 17:00
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Learning perturbation sets for robust machine learning
Eric Wong · Zico Kolter
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Poster
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Mon 17:00
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Robust Reinforcement Learning on State Observations with Learned Optimal Adversary
Huan Zhang · Hongge Chen · Duane S Boning · Cho-Jui Hsieh
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Poster
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Tue 1:00
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Contemplating Real-World Object Classification
Ali Borji
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Poster
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Thu 9:00
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VCNet and Functional Targeted Regularization For Learning Causal Effects of Continuous Treatments
Lizhen Nie · Mao Ye · Qiang Liu · Dan Nicolae
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Oral
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Thu 11:00
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VCNet and Functional Targeted Regularization For Learning Causal Effects of Continuous Treatments
Lizhen Nie · Mao Ye · Qiang Liu · Dan Nicolae
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Poster
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Wed 1:00
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Robust Learning of Fixed-Structure Bayesian Networks in Nearly-Linear Time
Yu Cheng · Honghao Lin
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Poster
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Mon 17:00
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Tilted Empirical Risk Minimization
Tian Li · Ahmad Beirami · Maziar Sanjabi · Virginia Smith
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Poster
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Wed 17:00
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Robust Overfitting may be mitigated by properly learned smoothening
Tianlong Chen · Zhenyu Zhang · Sijia Liu · Shiyu Chang · Zhangyang Wang
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Spotlight
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Tue 4:48
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Noise against noise: stochastic label noise helps combat inherent label noise
Pengfei Chen · Guangyong Chen · Junjie Ye · jingwei zhao · Pheng-Ann Heng
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Workshop
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MPCLeague: Robust 4-party Computation for Privacy-Preserving Machine Learning
Nishat Koti · Arpita Patra · Ajith Suresh
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