Publications

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

More Context, Less Distraction: Zero-shot Visual Classification by Inferring and Conditioning on Contextual Attributes

The Twelfth International Conference on Learning Representations (ICLR), 2024.
An, Bang, Sicheng Zhu, Michael-Andrei Panaitescu-Liess, Chaithanya Kumar Mummadi, and Furong Huang
Publisher's website BibTeX

Game-Theoretic Robust Reinforcement Learning Handles Temporally-Coupled Perturbations

In The Twelfth International Conference on Learning Representations (ICLR), 2024, 2024
Yongyuan Liang and Yanchao Sun and Ruijie Zheng and Xiangyu Liu and Benjamin Eysenbach and Tuomas Sandholm and Furong Huang and Stephen Marcus McAleer
Publisher's website BibTeX

Game-Theoretic Robust Rein- forcement Learning Handles Temporally-Coupled Perturbations

The Twelfth International Conference on Learning Representations (ICLR), 2024.
Liang, Yongyuan, Yanchao Sun, Ruijie Zheng, Xiangyu Liu, Benjamin Eysenbach, Tuomas Sandholm, Furong Huang, and Stephen Marcus McAleer
Publisher's website BibTeX

Adapting Robust Reinforcement Learning to Handle Temporally-Coupled Perturbations

In AdvML-Frontiers workshop, ICML 2023, 2023
Yongyuan Liang and Yanchao Sun and Ruijie Zheng and Xiangyu Liu and Tuomas Sandholm and Furong Huang and Stephen McAleer
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

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

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

A Survey on the Possibilities & Impossibilities of AI-generated Text Detection

In Transactions on Machine Learning Research (TMLR), 2024, 2024
Soumya Suvra Ghosal and Souradip Chakraborty and Jonas Geiping and Furong Huang and Dinesh Manocha and Amrit Bedi
Publisher's website BibTeX

C-Disentanglement: Discovering Causally-Independent Generative Factors under an Inductive Bias of Confounder

The Second Workshop on Spurious Correlations, Invariance and Stability (SCIS) and Workshop on Structured Probabilistic Inference & Generative Modeling (SPIGM), ICML 2023.
Xiaoyu Liu, Jiaxin Yuan, Bang An, Yuancheng Xu, Yifan Yang, Furong Huang
BibTeX