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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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Poster
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Tue 9:00
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Reinforcement Learning in Factored MDPs: Oracle-Efficient Algorithms and Tighter Regret Bounds for the Non-Episodic Setting
Ziping Xu · Ambuj Tewari
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Workshop
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Fri 12:40
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Contributed Talk #6: Sample-efficient proper PAC learning with approximate differential privacy
Badih Ghazi
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Poster
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Wed 9:00
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CSER: Communication-efficient SGD with Error Reset
Cong Xie · Shuai Zheng · Sanmi Koyejo · Indranil Gupta · Mu Li · Haibin Lin
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Poster
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Thu 9:00
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Sample-Efficient Optimization in the Latent Space of Deep Generative Models via Weighted Retraining
Austin Tripp · Erik Daxberger · José Miguel Hernández-Lobato
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Poster
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Tue 21:00
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TaylorGAN: Neighbor-Augmented Policy Update Towards Sample-Efficient Natural Language Generation
Chun-Hsing Lin · Siang-Ruei Wu · Hung-yi Lee · Yun-Nung Chen
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Workshop
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Poster: Data-Efficient Reinforcement Learning with Self-Predictive Representations
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Workshop
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Poster: Compute- and Memory-Efficient Reinforcement Learning with Latent Experience Replay
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Poster
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Tue 21:00
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Is Plug-in Solver Sample-Efficient for Feature-based Reinforcement Learning?
Qiwen Cui · Lin Yang
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Poster
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Thu 9:00
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Differentiable Augmentation for Data-Efficient GAN Training
Shengyu Zhao · Zhijian Liu · Ji Lin · Jun-Yan Zhu · Song Han
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Workshop
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Hierarchical Amortized Training for Memory-efficient High Resolution 3D GAN
Li Sun
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Poster
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Tue 9:00
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Sample-Efficient Reinforcement Learning of Undercomplete POMDPs
Chi Jin · Sham Kakade · Akshay Krishnamurthy · Qinghua Liu
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