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COPlanner: Plan to Roll Out Conservatively but to Explore Optimisti- cally for Model-Based RL

The Twelfth International Conference on Learning Representations (ICLR), 2024. Project page: https://si0wang.github.io/projects/COPlanner/.
Wang, Xiyao, Ruijie Zheng, Yanchao Sun, Ruonan Jia, Wichayaporn Wongkamjan, Huazhe Xu, Furong Huang
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DrM: Mastering Visual Reinforcement Learning through Dormant Ratio Minimization

Spotlight. The Twelfth International Conference on Learning Representations (ICLR), 2024.
Xu, Guowei, Ruijie Zheng, Yongyuan Liang, Xiyao Wang, Zhecheng Yuan, Tianying Ji, Yu Luo, Xiaoyu Liu, Jiaxin Yuan, Pu Hua, Shuzhen Li, Yanjie Ze, Hal Daume III, Furong Huang, and Huazhe Xu
Publisher's website BibTeX

Like Oil and Water: Group Robustness Methods and Poisoning Defenses Don’t Mix

The Twelfth International Conference on Learning Representations (ICLR), 2024.
Panaitescu-Liess, Michael-Andrei, Yigitcan Kaya, Sicheng Zhu, Furong Huang, and Tudor Dumitras
Publisher's website BibTeX

Decodable and Sample Invariant Continuous Object Encoder

The Twelfth International Conference on Learning Representations (ICLR), 2024.
Yuan, Dehao, Furong Huang, Cornelia Fermuller, and Yiannis Aloimonos
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C-Disentanglement: Discovering Causally-Independent Generative Factors under an Inductive Bias of Confounder

Neural Information Processing System (NeurIPS), 2023.
Xiaoyu Liu, Jiaxin Yuan, Bang An, Yuancheng Xu, Yifan Yang, Furong Huang
BibTeX

TACO: Temporal Latent Action-Driven Contrastive Loss for Visual Reinforcement Learning

Neural Information Processing System (NeurIPS), 2023.
Ruijie Zheng, Xiyao Wang, Yanchao Sun, Shuang Ma, Jieyu Zhao, Huazhe Xu, Hal Daume, Furong Huang
BibTeX

Large-Scale Distributed Learning via Private On-Device LSH

Neural Information Processing System (NeurIPS), 2023.
Tahseen Rabbani, Marco Bornstein, Furong Huang
BibTeX

Cold Diffusion: Inverting Arbitrary Image Transforms Without Noise

Neural Information Processing System (NeurIPS), 2023.
Arpit Bansal, Eitan Borgnia, Hong-Min Chu, Jie S. Li, Hamid Kazemi, Furong Huang, Micah Goldblum, Jonas Geiping, Tom Goldstein
BibTeX

Live in the Moment: Learning Dynamics Model Adapted to Evolving Policy

International Conference on Machine Learning (ICML), 2023.
Xiyao Wang, Wichayaporn Wongkamjan, Furong Huang
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STEERING: Stein Information Directed Exploration for Model-Based Reinforcement Learning

International Conference on Machine Learning (ICML), 2023.
Souradip Chakraborty, Amrit Singh Bedi, Alec Koppel, Mengdi Wang, Furong Huang, Dinesh Manocha
Publisher's website BibTeX