Vertex-Centric Visual Programming for Graph Neural Networks. - Yidi Wu; Yuntao Gui; Tatiana Jin; James Cheng; Xiao Yan 002; Peiqi Yin; Yufei Cai; Bo Tang 016; Fan Yu (SIGMOD Conference, 2021)

DGI: Easy and Efficient Inference for GNNs. - Peiqi Yin; Xiao Yan 002; Jinjing Zhou; Qiang Fu; Zhenkun Cai; James Cheng; Bo Tang 016; Minjie Wang (CoRR, 2022)

DGI: An Easy and Efficient Framework for GNN Model Evaluation. - Peiqi Yin; Xiao Yan 002; Jinjing Zhou; Qiang Fu; Zhenkun Cai; James Cheng; Bo Tang 016; Minjie Wang (KDD, 2023)

SPT: Fine-Tuning Transformer-based Language Models Efficiently with Sparsification. - Yuntao Gui; Xiao Yan 002; Peiqi Yin; Han Yang 002; James Cheng (CoRR, 2023)

GE2: A General and Efficient Knowledge Graph Embedding Learning System. - Chenguang Zheng; Guanxian Jiang; Xiao Yan 002; Peiqi Yin; Qihui Zhou; James Cheng (Proc. ACM Manag. Data, 2024)

Atom: An Efficient Query Serving System for Embedding-based Knowledge Graph Reasoning with Operator-level Batching. - Qihui Zhou; Peiqi Yin; Xiao Yan 002; Changji Li; Guanxian Jiang; James Cheng (Proc. ACM Manag. Data, 2024)

Progressive Sparse Attention: Algorithm and System Co-design for Efficient Attention in LLM Serving. - Qihui Zhou; Peiqi Yin; Pengfei Zuo; James Cheng (CoRR, 2025)

PilotANN: Memory-Bounded GPU Acceleration for Vector Search. - Yuntao Gui; Peiqi Yin; Xiao Yan; Chaorui Zhang; Weixi Zhang; James Cheng (CoRR, 2025)

CARINA: An Efficient CXL-Oriented Embedding Serving System for Recommendation Models. - Peiqi Yin; Qihui Zhou; Xiao Yan 002; Chao Wang 125; Eric Lo 001; Changji Li; Lan Lu; Hua Fan 002; Wenchao Zhou; Ming-Chang Yang; James Cheng (Proc. ACM Manag. Data, 2025)