iLoRE: Dynamic Graph Representation with Instant Long-term Modeling and Re-occurrence Preservation. - Siwei Zhang 001; Yun Xiong; Yao Zhang 009; Xixi Wu; Yiheng Sun; Jiawei Zhang 001 (CIKM, 2023)

RDGSL: Dynamic Graph Representation Learning with Structure Learning. - Siwei Zhang 001; Yun Xiong; Yao Zhang 009; Yiheng Sun; Xi Chen 072; Yizhu Jiao; Yangyong Zhu (CIKM, 2023)

SPEED: Streaming Partition and Parallel Acceleration for Temporal Interaction Graph Embedding. - Xi Chen 072; Yongxiang Liao; Yun Xiong; Yao Zhang 009; Siwei Zhang 001; Jiawei Zhang 001; Yiheng Sun (CoRR, 2023)

DTFormer: A Transformer-Based Method for Discrete-Time Dynamic Graph Representation Learning. - Xi Chen 072; Yun Xiong; Siwei Zhang 001; Jiawei Zhang 001; Yao Zhang 009; Shiyang Zhou; Xixi Wu; Mingyang Zhang 004; Tengfei Liu; Weiqiang Wang 002 (CIKM, 2024)

Towards Adaptive Neighborhood for Advancing Temporal Interaction Graph Modeling. - Siwei Zhang 001; Xi Chen 072; Yun Xiong; Xixi Wu; Yao Zhang 009; Yongrui Fu; Yinglong Zhao; Jiawei Zhang 001 (KDD, 2024)

Prompt Learning on Temporal Interaction Graphs. - Xi Chen 072; Siwei Zhang 001; Yun Xiong; Xixi Wu; Jiawei Zhang 001; Xiangguo Sun; Yao Zhang 009; Feng Zhao; Yulin Kang (CoRR, 2024)

DTFormer: A Transformer-Based Method for Discrete-Time Dynamic Graph Representation Learning. - Xi Chen 072; Yun Xiong; Siwei Zhang 001; Jiawei Zhang 001; Yao Zhang 009; Shiyang Zhou; Xixi Wu; Mingyang Zhang 004; Tengfei Liu; Weiqiang Wang (CoRR, 2024)

Unifying Text Semantics and Graph Structures for Temporal Text-attributed Graphs with Large Language Models. - Siwei Zhang 001; Yun Xiong; Yateng Tang; Xi Chen 072; Zian Jia; Zehao Gu; Jiarong Xu; Jiawei Zhang 001 (CoRR, 2025)

Rethinking Time Encoding via Learnable Transformation Functions. - Xi Chen 072; Yateng Tang; Jiarong Xu; Jiawei Zhang 001; Siwei Zhang 001; Sijia Peng; Xuehao Zheng; Yun Xiong (CoRR, 2025)