PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation. - Shaotian Yan; Chen Shen 003; Zhongming Jin 001; Jianqiang Huang; Rongxin Jiang 001; Yaowu Chen; Xian-Sheng Hua 001 (ACM Multimedia, 2020)

MPC: Multi-view Probabilistic Clustering. - Junjie Liu; Junlong Liu; Shaotian Yan; Rongxin Jiang 001; Xiang Tian 002; Boxuan Gu; Yaowu Chen; Chen Shen 003; Jianqiang Huang (CVPR, 2022)

Concise and Organized Perception Facilitates Large Language Models for Deductive Reasoning. - Shaotian Yan; Chen Shen 003; Junjie Liu; Jieping Ye (CoRR, 2023)

Instance-adaptive Zero-shot Chain-of-Thought Prompting. - Xiaosong Yuan; Chen Shen 003; Shaotian Yan; Xiaofeng Zhang; Liang Xie 003; Wenxiao Wang 001; Renchu Guan; Ying Wang; Jieping Ye (NeurIPS, 2024)

From Redundancy to Relevance: Enhancing Explainability in Multimodal Large Language Models. - Xiaofeng Zhang; Chen Shen 003; Xiaosong Yuan; Shaotian Yan; Liang Xie 003; Wenxiao Wang 001; Chaochen Gu; Hao Tang; Jieping Ye (CoRR, 2024)

Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs. - Xiaofeng Zhang; Yihao Quan; Chaochen Gu; Chen Shen 003; Xiaosong Yuan; Shaotian Yan; Hao Cheng 004; Kaijie Wu 002; Jieping Ye (CoRR, 2024)

Enhancing Chain-of-Thought Reasoning with Critical Representation Fine-tuning. - Chenxi Huang 004; Shaotian Yan; Liang Xie 003; Binbin Lin; Sinan Fan; Yue Xin; Deng Cai 001; Chen Shen 003; Jieping Ye (ACL (1), 2025)

Don't Take Things Out of Context: Attention Intervention for Enhancing Chain-of-Thought Reasoning in Large Language Models. - Shaotian Yan; Chen Shen 003; Wenxiao Wang 001; Liang Xie 003; Junjie Liu; Jieping Ye (ICLR, 2025)

Concise and Organized Perception Facilitates Reasoning in Large Language Models. - Junjie Liu; Shaotian Yan; Chen Shen 003; Zhengdong Xiao; Liang Xie 003; Wenxiao Wang 001; Jieping Ye (NAACL (Findings), 2025)

From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks. - Xiaofeng Zhang; Yihao Quan; Chen Shen 003; Xiaosong Yuan; Shaotian Yan; Liang Xie 003; Wenxiao Wang 001; Chaochen Gu; Hao Tang; Jieping Ye (NAACL (Long Papers), 2025)

Enhancing Large Language Models with Reward-guided Tree Search for Knowledge Graph Question and Answering. - Xiao Long; Liansheng Zhuang; Chen Shen; Shaotian Yan; Yifei Li; Shafei Wang (CoRR, 2025)