MCRN: A Multi-source Cross-modal Retrieval Network for remote sensing. - Zhiqiang Yuan; Wenkai Zhang 002; Changyuan Tian 001; Yongqiang Mao; Ruixue Zhou; Hongqi Wang; Kun Fu 001; Xian Sun 001 (Int. J. Appl. Earth Obs. Geoinformation, 2022)

Remote Sensing Cross-Modal Text-Image Retrieval Based on Global and Local Information. - Zhiqiang Yuan; Wenkai Zhang 002; Changyuan Tian 001; Xuee Rong; Zhengyuan Zhang 003; Hongqi Wang; Kun Fu 001; Xian Sun 001 (IEEE Trans. Geosci. Remote. Sens., 2022)

Thinking Like an Expert: Multimodal Hypergraph-of-Thought (HoT) Reasoning to boost Foundation Modals. - Fanglong Yao; Changyuan Tian 001; Jintao Liu; Zequn Zhang; Qing Liu 021; Li Jin 001; Shuchao Li; Xiaoyu Li 004; Xian Sun 001 (CoRR, 2023)

Hypergraph-Enhanced Textual-Visual Matching Network for Cross-Modal Remote Sensing Image Retrieval via Dynamic Hypergraph Learning. - Fanglong Yao; Xian Sun 001; Nayu Liu; Changyuan Tian 001; Liangyu Xu; Leiyi Hu; Chibiao Ding (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023)

Tackling higher-order relations and heterogeneity: Dynamic heterogeneous hypergraph network for spatiotemporal activity prediction. - Changyuan Tian 001; Zequn Zhang; Fanglong Yao; Zhi Guo; Shiyao Yan; Xian Sun 001 (Neural Networks, 2023)

Rethinking the Reversal Curse of LLMs: a Prescription from Human Knowledge Reversal. - Zhicong Lu; Li Jin 001; Peiguang Li; Yu Tian; Linhao Zhang; Sirui Wang; Guangluan Xu; Changyuan Tian 001; Xunliang Cai (EMNLP, 2024)

LollipopE: Bi-centered lollipop embedding for complex logic query on knowledge graph. - Shiyao Yan; Changyuan Tian 001; Zequn Zhang; Guangluan Xu (Neural Networks, 2024)

Relation-Aware Multi-Pass Comparison Deconfounded Network for Change Captioning. - Zhicong Lu; Li Jin 001; Ziwei Chen; Changyuan Tian 001; Xian Sun 001; Xiaoyu Li 004; Yi Zhang 083; Qi Li 051; Guangluan Xu (IEEE Trans. Circuits Syst. Video Technol., 2024)

HyperMixer: Specializable Hypergraph Channel Mixing for Long-term Multivariate Time Series Forecasting. - Changyuan Tian 001; Zhicong Lu; Zequn Zhang; Heming Yang 003; Wei Cao; Zhi Guo; Xian Sun 001; Li Jin 001 (AAAI, 2025)

PIPER: Benchmarking and Prompting Event Reasoning Boundary of LLMs via Debiasing-Distillation Enhanced Tuning. - Zhicong Lu; Changyuan Tian 001; PeiguangLi PeiguangLi; Li Jin 001; Sirui Wang; Wei Jia; Ying Shen; Guangluan Xu (ACL (1), 2025)

SoPerModel: Leveraging Social Perception for Multi-Agent Trajectory Prediction. - Heming Yang 003; Yu Tian; Changyuan Tian 001; Hongfeng Yu; Wanxuan Lu; Chubo Deng; Xian Sun 001 (IEEE Trans. Geosci. Remote. Sens., 2025)

Rectify Evaluation Preference: Improving LLMs' Critique on Math Reasoning via Perplexity-aware Reinforcement Learning. - Changyuan Tian 001; Zhicong Lu; Shuang Qian; Nayu Liu; Peiguang Li; Li Jin 001; Leiyi Hu; Zhizhao Zeng; Sirui Wang; Ke Zeng; Zhi Guo (CoRR, 2025)

Rectify Evaluation Preference: Improving LLMs' Critique on Math Reasoning via Perplexity-aware Reinforcement Learning. - Changyuan Tian 001; Zhicong Lu; Shuang Qian; Nayu Liu; Peiguang Li; Li Jin 001; Leiyi Hu; Zhizhao Zeng; Sirui Wang; Ke Zeng; Guozhi Cas (AAAI, 2026)

Consistency and Invariance Guided Multi-View Hypergraph Learning for Robust Hyperedge Prediction. - Changyuan Tian 001; Li Jin 001; Zequn Zhang; Zhicong Lu; Wen Shi 001; Jianhua Yin 001; Shiyao Yan; Zhi Guo (ACM Trans. Knowl. Discov. Data, 2026)

HISR: Hindsight Information Modulated Segmental Process Rewards For Multi-turn Agentic Reinforcement Learning. - Zhicong Lu; Zichuan Lin; Wei Jia; Changyuan Tian 001; Deheng Ye; Peiguang Li; Li Jin 001; Nayu Liu; Guangluan Xu; Wei Feng (CoRR, 2026)

Faithful-MR1: Faithful Multimodal Reasoning via Anchoring and Reinforcing Visual Attention. - Changyuan Tian 001; Zhicong Lu; Huaxing Liu; Xiang Wang; Shuai Li; Yu Chen; Wenqian Lv; Zichuan Lin; Juncheng Diao; Deheng Ye (CoRR, 2026)