Publications

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
Publisher's website BibTeX

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

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
BibTeX

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
Publisher's website BibTeX

Is Model Ensemble Necessary? Model-based RL via a Single Model with Lipschitz Regularized Value Function

The Eleventh International Conference on Learning Representations (ICLR), 2023.
Ruijie Zheng, Xiyao Wang, Huazhe Xu, Furong Huang
Publisher's website BibTeX

SWIFT: Rapid Decentralized Federated Learning via Wait-Free Model Communication

The Eleventh International Conference on Learning Representations (ICLR), 2023.
Marco Bornstein, Tahseen Rabbani, Evan Wang, Amrit Singh Bedi, Furong Huang
Publisher's website BibTeX