Paper Publications
- • [VLDB’2025](CCF-A): Xin Ai, Hao Yuan, Zeyu Ling, Qiange Wang#, Yanfeng Zhang#, Zhenbo Fu, Chaoyi Chen, Yu Gu, Ge Yu. NeutronTP: Load-Balanced Distributed Full-Graph GNN Training with Tensor Parallelism Proceedings of the VLDB Endowment, 18(2): 173 - 186, 2024..
- • [TKDE’2025](CCF-A): Qiange Wang, Yao Chen, Weng-Fai Wong, Bingsheng He. Scalable and Load-Balanced Full-Graph GNN Training on Multiple GPUs. IEEE Trans. Knowl. Data Eng. 37(7): 4239-4253 (2025).
- • [TPDS’2025](CCF-A): Qiange Wang, Xin Ai, Yongze Yan, Shufeng Gong, Yanfeng Zhang, Jing Chen, Ge Yu. Towards Communication-Efficient Out-of-Core Graph Processing on the GPU. IEEE Transactions on Parallel and Distributed Systems (TPDS), 2025, 36(5): 961-976..
- • [TPDS’2025](CCF-A): Feng Yao, Qian Tao, Shengyuan Lin, Yanfeng Zhang, Wenyuan Yu, Shufeng Gong, Qiange Wang, Ge Yu, and Jingren Zhou. Towards Efficient Graph Processing in Geo-Distributed Data Centers IEEE Transactions on Parallel and Distributed Systems 35(11): 2147-2160 (2024).
- • [KBS’2025](CCF-C; 中科院 1 区): Yajiong Liu, Yanfeng Zhang, Qiange Wang, Hao Yuan, Xin Ai, Ge Yu: NeutronSketch: An in-depth exploration of redundancy in large-scale graph neural network training. Knowl. Based Syst. 309: 112786 (2025).
- • [SIGMOD’2024](CCF-A): Qiange Wang, Yao Chen, Weng-Fai Wong, Bingsheng He. Scalable Full-Graph GNN Training on Multiple GPUs. Proc. ACM Manag. Data 1(4): 246:1-246:27 (2023).
- • [SIGMOD’2024] (CCF-A) Wei Zhang, Cheng Chen, Qiange Wang, Wei Wang, Shijiao Yang, Bingyu Zhou, Huiming Zhu, Chao Chen, Yongjun Zhao, Yingqian Hu, Miaomiao Cheng, Meng Li, Hongfei Tan, Mengjin Liu, Hexiang Lin, Shuai Zhang, Lei ZHang. BG3: A Cost Effective and I/O Efficient Graph Database in ByteDance. SIGMOD Industrial Track 2024: 360-372.
- • [VLDB’2024] (CCF-A) Xin Ai*, Qiange Wang*, Chunyu Cao, Yanfeng Zhang, Chaoyi Chen, Hao Yuan, Ge Yu. NeutronOrch: Rethinking Sample-based GNN Training under CPU-GPU Heterogeneous Environments. Proc. VLDB Endow. 17(8): 1995-2008 (2024).
- • [VLDB’2024] (CCF-A) Chaoyi Chen, Dechao Gao, Yanfeng Zhang#, Qiange Wang#, Zhenbo Fu, Xuecang Zhang, Junhua Zhu, Yu Gu, Ge Yu. NeutronStream: A Dynamic GNN Training Framework with Sliding Window for Graph Streams. Proc. VLDB Endow. 17(3): 455-468 (2023).
- • [VLDB’2024] (CCF-A) Hao Yuan, Yajiong Liu, Yanfeng Zhang#, Xin Ai, Qiange Wang#, Chaoyi Chen, Yu Gu, Ge Yu. Comprehensive Evaluation of GNN Training Systems: A Data Management Perspective. Proc. VLDB Endow. 17(6): 1241-1254 (2024).