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Workshop
Fri 7:30 Panel: Uncertainty-Aware Machine Learning for Robotics (Q&A 1)
Georgia Chalvatzaki · Stefanie Tellex · Animesh Garg
Poster
Thu 14:00 Uncertainty-Aware Hierarchical Refinement for Incremental Implicitly-Refined Classification
Jian Yang · Kai Zhu · Kecheng Zheng · Yang Cao
Poster
Tue 9:00 UMIX: Improving Importance Weighting for Subpopulation Shift via Uncertainty-Aware Mixup
Zongbo Han · Zhipeng Liang · Fan Yang · Liu Liu · Lanqing Li · Yatao Bian · Peilin Zhao · Bingzhe Wu · Changqing Zhang · Jianhua Yao
Poster
Wed 14:00 Towards a Unified Framework for Uncertainty-aware Nonlinear Variable Selection with Theoretical Guarantees
Wenying Deng · Beau Coker · Rajarshi Mukherjee · Jeremiah Liu · Brent Coull
Poster
Plan To Predict: Learning an Uncertainty-Foreseeing Model For Model-Based Reinforcement Learning
Zifan Wu · Chao Yu · Chen Chen · Jianye Hao · Hankz Hankui Zhuo
Poster
Thu 9:00 UnfoldML: Cost-Aware and Uncertainty-Based Dynamic 2D Prediction for Multi-Stage Classification
Yanbo Xu · Alind Khare · Glenn Matlin · Monish Ramadoss · Rishikesan Kamaleswaran · Chao Zhang · Alexey Tumanov
Poster
Thu 14:00 Distributional Reward Estimation for Effective Multi-agent Deep Reinforcement Learning
Jifeng Hu · Yanchao Sun · Hechang Chen · Sili Huang · haiyin piao · Yi Chang · Lichao Sun
Poster
Thu 9:00 Recruitment Strategies That Take a Chance
Gregory Kehne · Ariel Procaccia · Jingyan Wang
Poster
Tue 9:00 UQGAN: A Unified Model for Uncertainty Quantification of Deep Classifiers trained via Conditional GANs
Philipp Oberdiek · Gernot Fink · Matthias Rottmann
Poster
Wed 14:00 Embed and Emulate: Learning to estimate parameters of dynamical systems with uncertainty quantification
Ruoxi Jiang · Rebecca Willett
Poster
Wed 14:00 Posterior and Computational Uncertainty in Gaussian Processes
Jonathan Wenger · Geoff Pleiss · Marvin Pförtner · Philipp Hennig · John Cunningham
Poster
Thu 14:00 Semantic uncertainty intervals for disentangled latent spaces
Swami Sankaranarayanan · Anastasios Angelopoulos · Stephen Bates · Yaniv Romano · Phillip Isola