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Spotlight
Wed 2:30 Pessimistic Bootstrapping for Uncertainty-Driven Offline Reinforcement Learning
Chenjia Bai · Lingxiao Wang · Zhuoran Yang · Zhihong Deng · Animesh Garg · Peng Liu · Zhaoran Wang
Poster
Wed 2:30 Pessimistic Bootstrapping for Uncertainty-Driven Offline Reinforcement Learning
Chenjia Bai · Lingxiao Wang · Zhuoran Yang · Zhihong Deng · Animesh Garg · Peng Liu · Zhaoran Wang
Workshop
Benchmarking Uncertainty Quantification for Protein Engineering
Kevin P Greenman · Ava Soleimany · Kevin K Yang
Workshop
Message Passing Neural Processes
Catalina Cangea · Ben Day · Arian Jamasb · Pietro Lio
Poster
Mon 10:30 Understanding Intrinsic Robustness Using Label Uncertainty
Xiao Zhang · David Evans
Workshop
A Survey On Uncertainty Toolkits For Deep Learning
Maximilian Pintz · Joachim Sicking · Maximilian Poretschkin · Maram Akila
Poster
Tue 10:30 On the Pitfalls of Heteroscedastic Uncertainty Estimation with Probabilistic Neural Networks
Maximilian Seitzer · Arash Tavakoli · Dimitrije Antic · Georg Martius
Poster
Thu 2:30 Uncertainty Modeling for Out-of-Distribution Generalization
Xiaotong Li · Yongxing Dai · Yixiao Ge · Jun Liu · Ying Shan · LINGYU DUAN
Spotlight
Mon 10:30 Revisiting Design Choices in Offline Model Based Reinforcement Learning
Cong Lu · Philip Ball · Jack Parker-Holder · Michael Osborne · S Roberts
Poster
Wed 18:30 Meta Learning Low Rank Covariance Factors for Energy Based Deterministic Uncertainty
Jeff Willette · Hae Beom Lee · Juho Lee · Sung Ju Hwang
Poster
Thu 10:30 Sample Selection with Uncertainty of Losses for Learning with Noisy Labels
Xiaobo Xia · Tongliang Liu · Bo Han · Mingming Gong · Jun Yu · Gang Niu · Masashi Sugiyama
Poster
Thu 2:30 Adversarially Robust Conformal Prediction
Asaf Gendler · Tsui-Wei Weng · Luca Daniel · Yaniv Romano