Certified Robustness Against Natural Language Attacks by Causal Intervention. - Haiteng Zhao; Chang Ma; Xinshuai Dong; Anh Tuan Luu; Zhi-Hong Deng 001; Hanwang Zhang (ICML, 2022)

Domain Adaptation via Maximizing Surrogate Mutual Information. - Haiteng Zhao; Chang Ma; Qinyu Chen; Zhi-Hong Deng 001 (IJCAI, 2022)

Are More Layers Beneficial to Graph Transformers? - Haiteng Zhao; Shuming Ma; Dongdong Zhang 001; Zhi-Hong Deng 001; Furu Wei (ICLR, 2023)

GIMLET: A Unified Graph-Text Model for Instruction-Based Molecule Zero-Shot Learning. - Haiteng Zhao; Shengchao Liu; Chang Ma; Hannan Xu; Jie Fu 001; Zhihong Deng 001; Lingpeng Kong; Qi Liu 049 (NeurIPS, 2023)

Retrieved Sequence Augmentation for Protein Representation Learning. - Chang Ma; Haiteng Zhao; Lin Zheng; Jiayi Xin; Qintong Li; Lijun Wu; Zhihong Deng 001; Yang Lu; Qi Liu 049; Lingpeng Kong (CoRR, 2023)

Retrieved Sequence Augmentation for Protein Representation Learning. - Chang Ma; Haiteng Zhao; Lin Zheng; Jiayi Xin; Qintong Li; Lijun Wu; Zhihong Deng 001; Yang Lu; Qi Liu 049; Sheng Wang; Lingpeng Kong (EMNLP, 2024)

Exploring the Reasoning Abilities of Multimodal Large Language Models (MLLMs): A Comprehensive Survey on Emerging Trends in Multimodal Reasoning. - Yiqi Wang 004; Wentao Chen; Xiaotian Han; Xudong Lin 007; Haiteng Zhao; Yongfei Liu; Bohan Zhai; Jianbo Yuan; Quanzeng You; Hongxia Yang (CoRR, 2024)

Empowering Large Language Model Agents through Action Learning. - Haiteng Zhao; Chang Ma; Guoyin Wang 002; Jing Su; Lingpeng Kong; Jingjing Xu; Zhi-Hong Deng 001; Hongxia Yang (CoRR, 2024)

Instruction-Based Molecular Graph Generation with Unified Text-Graph Diffusion Model. - Yuran Xiang; Haiteng Zhao; Chang Ma; Zhi-Hong Deng 001 (CoRR, 2024)

φ-Decoding: Adaptive Foresight Sampling for Balanced Inference-Time Exploration and Exploitation. - Fangzhi Xu; Hang Yan 010; Chang Ma; Haiteng Zhao; Jun Liu 002; Qika Lin; Zhiyong Wu 003 (ACL (1), 2025)

Genius: A Generalizable and Purely Unsupervised Self-Training Framework For Advanced Reasoning. - Fangzhi Xu; Hang Yan 010; Chang Ma; Haiteng Zhao; Qiushi Sun; Kanzhi Cheng; Junxian He; Jun Liu 002; Zhiyong Wu 003 (ACL (1), 2025)

Non-myopic Generation of Language Models for Reasoning and Planning. - Chang Ma; Haiteng Zhao; Junlei Zhang; Junxian He; Lingpeng Kong (ICLR, 2025)

BioMaze: Benchmarking and Enhancing Large Language Models for Biological Pathway Reasoning. - Haiteng Zhao; Chang Ma; Fangzhi Xu; Lingpeng Kong; Zhi-Hong Deng 001 (CoRR, 2025)

ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows. - Qiushi Sun; Zhoumianze Liu; Chang Ma; Zichen Ding 002; Fangzhi Xu; Zhangyue Yin; Haiteng Zhao; Zhenyu Wu; Kanzhi Cheng; Zhaoyang Liu 001; Jianing Wang 002; Qintong Li; et al. (CoRR, 2025)

MUR: Momentum Uncertainty guided Reasoning for Large Language Models. - Hang Yan 010; Fangzhi Xu; Rongman Xu; Yifei Li 006; Jian Zhang 087; Haoran Luo 001; Xiaobao Wu; Luu Anh Tuan; Haiteng Zhao; Qika Lin; Jun Liu 002 (CoRR, 2025)

Semi-off-Policy Reinforcement Learning for Vision-Language Slow-thinking Reasoning. - Junhao Shen; Haiteng Zhao; Yuzhe Gu; Songyang Gao; Kuikun Liu; Haian Huang; Jianfei Gao 003; Dahua Lin; Wenwei Zhang; Kai Chen 026 (CoRR, 2025)