NOWLAB :: Publications

Qinghua Zhou

This page lists the publications by Qinghua Zhou

Conferences &
Workshops
Ph.D. Dissertations

Conferences & Workshops (11)
1	Accelerating MPI AllReduce Communication with Efficient GPU-Based Compression Schemes on Modern GPU Clusters Q. Zhou, B. Ramesh, A. Shafi, M. Abduljabbar, H. Subramoni, and DK Panda, ISC HIGH PERFORMANCE 2024, May 2024 [Bib - Plain]
2	Accelerating Large Language Model Training with Hybrid GPU-based Compression L. Xu, Q. Anthony, Q. Zhou, N. Alnaasan, R. Gulhane, A. Shafi, H. Subramoni, and DK Panda, IEEE/ACM International Symposium on Cluster, Cloud, and Internet Computing 2024, May 2024 [Bib - Plain]
3	Benchmarking Modern Databases for Storing and Profiling Very Large Scale HPC Communication Data P. Kousha, Q. Zhou, H. Subramoni, and DK Panda, The 15th BenchCouncil International Symposium On Benchmarking, Measuring And Optimizing, Dec 2023 [Bib - Plain]
4	MPI-xCCL: A Portable MPI Library over Collective Communication Libraries for Various Accelerators C. Chen, K. Khorassani, P. Kousha, Q. Zhou, J. Yao, H. Subramoni, and DK Panda, Sixth Annual Workshop on Emerging Parallel and Distributed Runtime Systems and Middleware, Nov 2023 [Bib - Plain]
5	Accelerating Distributed Deep Learning Training with Compression Assisted Allgather and Reduce-Scatter Communication Q. Zhou, Q. Anthony, L. Xu, A. Shafi, M. Abduljabbar, H. Subramoni, and DK Panda, 37th IEEE International Parallel & Distributed Processing Symposium (IPDPS '23), May 2023 [Bib - Plain]
6	Designing Efficient Pipelined Communication Schemes using Compression in MPI Libraries B. Ramesh, Q. Zhou, A. Shafi, M. Abduljabbar, H. Subramoni, and DK Panda, 29th IEEE International Conference on High Performance Computing, Data, and Analytics, Dec 2022 [Bib - Plain]
7	Accelerating Broadcast Communication with GPU Compression for Deep Learning Workloads Q. Zhou, Q. Anthony, A. Shafi, H. Subramoni, and DK Panda, 29th IEEE International Conference on High Performance Computing, Data, and Analytics, Dec 2022 [Bib - Plain]
8	Accelerating MPI All-to-All Communication with Online Compression on Modern GPU Clusters Q. Zhou, P. Kousha, Q. Anthony, K. Khorassani, A. Shafi, H. Subramoni, and DK Panda, ISC HIGH PERFORMANCE 2022, May 2022 [Bib - Plain]
9	Designing High-Performance MPI Libraries with On-the-fly Compression for Modern GPU Clusters Q. Zhou, C. Chu, N. Senthil Kumar, P. Kousha, M. Ghazimirsaeed, H. Subramoni, and DK Panda, 35th IEEE International Parallel & Distributed Processing Symposium, May 2021 [Best Paper Finalist] [Bib - Plain]
10	A Hierarchical and Load-Aware Design for Large Message Neighborhood Collectives M. Ghazimirsaeed, Q. Zhou, A. Ruhela, M. Bayatpour, H. Subramoni, and DK Panda, SC 2020, Nov 2020 [Bib - Plain]
11	Dynamic Kernel Fusion for Bulk Non-contiguous Data Transfer on GPU Clusters C. Chu, K. Khorassani, Q. Zhou, H. Subramoni, and DK Panda, 22nd IEEE International Conference on Cluster Computing (IEEE Cluster 2020), Sep 2020 [Bib - Plain]

Ph.D. Disserations (1)
1	Q. Zhou, High Performance Communication Middleware with On-the-fly GPU-based Compression for HPC and Deep Learning Applications, Jul 2024