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Workshop
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Paper 18: Uncertainty-aware Vehicle Orientation Estimation for Joint Detection-Prediction Models
Carlos Vallespi · Nemanja Djuric
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Workshop
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Multi-Loss Sub-Ensembles for Accurate Classification with Uncertainty Estimation
Omer Achrack · Raizy Kellerman · Ouriel Barzilay
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Poster
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Tue 9:00
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Posterior Network: Uncertainty Estimation without OOD Samples via Density-Based Pseudo-Counts
Bertrand Charpentier · Daniel Zügner · Stephan Günnemann
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Poster
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Wed 9:00
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Multifaceted Uncertainty Estimation for Label-Efficient Deep Learning
Weishi Shi · Xujiang Zhao · Feng Chen · Qi Yu
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Tutorial
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Mon 8:00
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(Track2) Practical Uncertainty Estimation and Out-of-Distribution Robustness in Deep Learning
Dustin Tran · Balaji Lakshminarayanan · Jasper Snoek
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Tutorial
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Wed 12:00
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(Track2) Practical Uncertainty Estimation and Out-of-Distribution Robustness in Deep Learning Q&A
Dustin Tran · Balaji Lakshminarayanan · Jasper Snoek
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Poster
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Thu 9:00
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Simple and Principled Uncertainty Estimation with Deterministic Deep Learning via Distance Awareness
Jeremiah Liu · Zi Lin · Shreyas Padhy · Dustin Tran · Tania Bedrax Weiss · Balaji Lakshminarayanan
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Workshop
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Sat 11:30
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Spotlight Talk: Data augmentation strategies to improve reaction yield predictions and estimate uncertainty - Philippe Schwaller, Alain Vaucher, Teodoro Laino and Jean-Louis Reymond
Philippe Schwaller
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Poster
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Wed 9:00
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Regularizing Black-box Models for Improved Interpretability
Gregory Plumb · Maruan Al-Shedivat · Ángel Alexander Cabrera · Adam Perer · Eric Xing · Ameet Talwalkar
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Poster
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Wed 9:00
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Learning Differentiable Programs with Admissible Neural Heuristics
Ameesh Shah · Eric Zhan · Jennifer J Sun · Abhinav Verma · Yisong Yue · Swarat Chaudhuri
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Poster
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Mon 21:00
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Interventional Few-Shot Learning
Zhongqi Yue · Hanwang Zhang · Qianru Sun · Xian-Sheng Hua
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Poster
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Tue 9:00
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Causal Intervention for Weakly-Supervised Semantic Segmentation
Dong Zhang · Hanwang Zhang · Jinhui Tang · Xian-Sheng Hua · Qianru Sun
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