Publication Type: Conference articles

Position: On the Possibilities of AI-Generated Text Detection

In Proceedings of the 41st International Conference on Machine Learning (ICML), 2024, 2024
Souradip Chakraborty and Amrit Bedi and Sicheng Zhu and Bang An and Dinesh Manocha and Furong Huang
Publisher's website

Inherently Efficient and Noise-Robust Local Point Cloud Geometry Encoder via Vectorized Kernel Mixture

In Proceedings of the 41st International Conference on Machine Learning (ICML), 2024, 2024
Dehao Yuan and Furong Huang and Tahseen Rabbani and Cornelia Fermuller and Yiannis Aloimonos
Publisher's website

Position: TrustLLM: Trustworthiness in Large Language Models

In Proceedings of the 41st International Conference on Machine Learning (ICML), 2024, 2024
Yue Huang and Lichao Sun and Haoran Wang and Siyuan Wu and Qihui Zhang and Yuan Li and Chujie Gao and Yixin Huang and Wenhan Lyu and Yixuan Zhang and Xiner Li and Hanchi Sun and Zhengliang Liu and Yixin Liu and Yijue Wang and Zhikun Zhang and Bertie Vidgen and Bhavya Kailkhura and Caiming Xiong and Chaowei Xiao and Chunyuan Li and Eric P. Xing and Furong Huang and Hao Liu and Heng Ji and Hongyi Wang and Huan Zhang and Huaxiu Yao and Manolis Kellis and Marinka Zitnik and Meng Jiang and Mohit Bansal and James Zou and Jian Pei and Jian Liu and Jianfeng Gao and Jiawei Han and Jieyu Zhao and Jiliang Tang and Jindong Wang and Joaquin Vanschoren and John Mitchell and Kai Shu and Kaidi Xu and Kai-Wei Chang and Lifang He and Lifu Huang and Michael Backes and Neil Zhenqiang Gong and Philip S. Yu and Pin-Yu Chen and Quanquan Gu and Ran Xu and Rex Ying and Shuiwang Ji and Suman Jana and Tianlong Chen and Tianming Liu and Tianyi Zhou and William Yang Wang and Xiang Li and Xiangliang Zhang and Xiao Wang and Xing Xie and Xun Chen and Xuyu Wang and Yan Liu and Yanfang Ye and Yinzhi Cao and Yong Chen and Yue Zhao
Publisher's website

MaxMin-RLHF: Towards Equitable Alignment of Large Language Models with Diverse Human Preferences

In Oral, ICML 2024 Workshop on Models of Human Feedback for AI Alignment, ICML 2024, 2024
Souradip Chakraborty and Jiahao Qiu and Hui Yuan and Alec Koppel and Furong Huang and Dinesh Manocha and Amrit Bedi and Mengdi Wang

Controllable Attack and Improved Adversarial Training in Multi-Agent Reinforcement Learning

In Workshop on Trustworthy and Socially Responsible Machine Learning (TSRML), Outstanding Paper Award, Oral, NeurIPS 2022, 2022
Xiangyu Liu and Souradip Chakraborty and Furong Huang

Adversarial Auto-Augment with Label Preservation: A Representation Learning Principle Guided Approach

In Neural Information Processing System (NeurIPS), 2022, 2022
Kaiwen Yang and Yanchao Sun and Jiahao Su and Fengxiang He and Xinmei Tian and Furong Huang and Tianyi Zhou and Dacheng Tao
Publisher's website

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

In The Twelfth International Conference on Learning Representations (ICLR), 2024, 2024
Xiyao Wang and Ruijie Zheng and Yanchao Sun and Ruonan Jia and Wichayaporn Wongkamjan and Huazhe Xu and Furong Huang
Publisher's website

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

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

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