Lucid: A Non-intrusive, Scalable and Interpretable Scheduler for Deep Learning Training Jobs. - Qinghao Hu 004; Meng Zhang 045; Peng Sun 006; Yonggang Wen 001; Tianwei Zhang 004 (ASPLOS (2), 2023)

Hydro: Surrogate-Based Hyperparameter Tuning Service in Datacenters. - Qinghao Hu 004; Zhisheng Ye 002; Meng Zhang 045; Qiaoling Chen; Peng Sun 006; Yonggang Wen 001; Tianwei Zhang 004 (OSDI, 2023)

Boosting Distributed Full-graph GNN Training with Asynchronous One-bit Communication. - Meng Zhang 045; Qinghao Hu 004; Peng Sun 006; Yonggang Wen 001; Tianwei Zhang 004 (CoRR, 2023)

Sylvie: 3D-Adaptive and Universal System for Large-Scale Graph Neural Network Training. - Meng Zhang 045; Qinghao Hu 004; Cheng Wan 005; Haozhao Wang; Peng Sun 006; Yonggang Wen 001; Tianwei Zhang 001 (ICDE, 2024)

Characterization of Large Language Model Development in the Datacenter. - Qinghao Hu 004; Zhisheng Ye 002; Zerui Wang; Guoteng Wang; Meng Zhang 045; Qiaoling Chen; Peng Sun 006; Dahua Lin; Xiaolin Wang 001; Yingwei Luo; Yonggang Wen 001; Tianwei Zhang 004 (NSDI, 2024)

TorchGT: A Holistic System for Large-Scale Graph Transformer Training. - Meng Zhang 045; Jie Sun 017; Qinghao Hu 004; Peng Sun 006; Zeke Wang; Yonggang Wen 001; Tianwei Zhang 004 (SC, 2024)

FedDSE: Distribution-aware Sub-model Extraction for Federated Learning over Resource-constrained Devices. - Haozhao Wang; Yabo Jia; Meng Zhang 045; Qinghao Hu 004; Hao Ren 001; Peng Sun 006; Yonggang Wen 001; Tianwei Zhang 004 (WWW, 2024)