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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
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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

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

Large-Scale Distributed Learning via Private On-Device LSH

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

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

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
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Learning Unforeseen Robustness from Out-of-distribution Data Using Equivariant Domain Translator

International Conference on Machine Learning (ICML), 2023.
Sicheng Zhu, Bang An, Furong Huang, Sanghyun Hong

Certifiably Robust Multi-Agent Reinforcement Learning against Adversarial Communication

The Eleventh International Conference on Learning Representations (ICLR), 2023.
Yanchao Sun, Ruijie Zheng, Parisa Hassanzadeh, Yongyuan Liang, Soheil Feizi, Sumitra Ganesh, Furong Huang
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