SMiLE: Schema-augmented Multi-level Contrastive Learning for Knowledge Graph Link Prediction. - Miao Peng; Ben Liu 002; Qianqian Xie; Wenjie Xu; Hua Wang 002; Min Peng 002 (EMNLP (Findings), 2022)

Pre-trained Language Model with Prompts for Temporal Knowledge Graph Completion. - Wenjie Xu; Ben Liu 002; Miao Peng; Xu Jia; Min Peng 002 (ACL (Findings), 2023)

Neighboring relation enhanced inductive knowledge graph link prediction via meta-learning. - Ben Liu 002; Miao Peng; Wenjie Xu; Min Peng 002 (World Wide Web (WWW), 2023)

Clarified Aggregation and Predictive Modeling (CAPM): High-Interpretability Framework for Inductive Link Prediction. - Mengxi Xiao; Ben Liu 002; Miao Peng; Wenjie Xu; Min Peng 002 (IJCNN, 2024)

Deja vu: Contrastive Historical Modeling with Prefix-tuning for Temporal Knowledge Graph Reasoning. - Miao Peng; Ben Liu 002; Wenjie Xu; Zihao Jiang 009; Jiahui Zhu; Min Peng 002 (NAACL-HLT (Findings), 2024)

UniLP: Unified Topology-aware Generative Framework for Link Prediction in Knowledge Graph. - Ben Liu 002; Miao Peng; Wenjie Xu; Xu Jia; Min Peng 002 (WWW, 2024)

Towards Explainable Temporal Reasoning in Large Language Models: A Structure-Aware Generative Framework. - Zihao Jiang 009; Ben Liu 002; Miao Peng; Wenjie Xu; Yao Xiao; Zhenyan Shan; Min Peng 002 (ACL (Findings), 2025)

Filter-then-Generate: Large Language Models with Structure-Text Adapter for Knowledge Graph Completion. - Ben Liu 002; Jihai Zhang 001; Fangquan Lin; Cheng Yang 008; Min Peng 002 (COLING, 2025)

Scale Down to Speed Up: Dynamic Data Selection for Reinforcement Learning. - Zhuoyue Chen; Jihai Zhang 001; Ben Liu 002; Fangquan Lin; Wotao Yin (EMNLP (Findings), 2025)

One Size doesn't Fit All: A Personalized Conversational Tutoring Agent for Mathematics Instruction. - Ben Liu 002; Jihai Zhang 001; Fangquan Lin; Xu Jia; Min Peng 002 (WWW (Companion Volume), 2025)

SymAgent: A Neural-Symbolic Self-Learning Agent Framework for Complex Reasoning over Knowledge Graphs. - Ben Liu 002; Jihai Zhang 001; Fangquan Lin; Cheng Yang 008; Min Peng 002; Wotao Yin (WWW, 2025)

Historical facts learning from Long-Short Terms with Language Model for Temporal Knowledge Graph Reasoning. - Wenjie Xu; Ben Liu 002; Miao Peng; Zihao Jiang 009; Xu Jia; Kai Liu; Lei Liu 072; Min Peng 002 (Inf. Process. Manag., 2025)

One Size doesn't Fit All: A Personalized Conversational Tutoring Agent for Mathematics Instruction. - Ben Liu 002; Jihan Zhang; Fangquan Lin; Xu Jia; Min Peng 002 (CoRR, 2025)

A Retrieval-Augmented Multi-Agent Framework for Psychiatry Diagnosis. - Mengxi Xiao; Mang Ye; Ben Liu 002; Xiaofen Zong; He Li 054; Jimin Huang; Qianqian Xie; Min Peng 002 (CoRR, 2025)

Plan Then Retrieve: Reinforcement Learning-Guided Complex Reasoning over Knowledge Graphs. - Yanlin Song; Ben Liu 002; Víctor Gutiérrez-Basulto; Zhiwei Hu; Qianqian Xie; Min Peng 002; Sophia Ananiadou; Jeff Z. Pan (WWW, 2026)

TKG-Thinker: Towards Dynamic Reasoning over Temporal Knowledge Graphs via Agentic Reinforcement Learning. - Zihao Jiang 009; Miao Peng; Zhenyan Shan; Wenjie Xu; Ben Liu 002; Gong Chen; Ziqi Gao; Min Peng 002 (CoRR, 2026)