Towards Alignment-Uniformity Aware Representation in Graph Contrastive Learning. - Rong Yan; Peng Bao; Xiao Zhang; Zhongyi Liu 002; Hui Liu (WSDM, 2024)

Dynamic Graph Contrastive Learning via Maximize Temporal Consistency. - Peng Bao; Jianian Li; Rong Yan; Zhongyi Liu 002 (Pattern Recognit., 2024)

A Numerically Aware Cross-Layer Transformer for Low-Latency Machine Translation: Numerical-Semantic Embedding and Residual Cross-Layer Attention with Gated Fusion. - Zhongyi Liu 002; Haifeng Liang; Cheng Lin; Feng Tian; Mengxiao Li; Li Li (CSAI, 2025)

Enabling Low-Latency Distributed Updates with Metadata-Guided Synchronization and Seamless Service Transition. - Zhongyi Liu 002; Mengxiao Li; Cheng Lin; Feng Tian; Xiangping Huang; Yihua Lou (JCC, 2025)

Improving Subgraph Matching by Combining Algorithms and Graph Neural Networks. - Shuyang Guo; Wenjin Xie; Ping Lu 005; Ting Deng; Richong Zhang; Jianxin Li 002; Xiangping Huang; Zhongyi Liu 002 (KDD (2), 2025)

Multi-Task-Oriented Emergency-Aware UAV Crowdsensing: A Hierarchical Multi-Agent Deep Reinforcement Learning Approach. - Chen Fang; Chi Harold Liu; Hao Wang 193; Guangpeng Qi; Zhongyi Liu 002; Dapeng Wu 001 (IEEE J. Sel. Areas Commun., 2026)