Publications

Papers under the SGCC awards.

Papers

Peer-reviewed papersSGCC PIs are in boldface. Houston Chicago Oakland
Accepted at ASP-DAC '27FLARE: A Dataflow-Aware and Scalable Hardware Architecture for Neural-Hybrid Scientific Lossy Compression Wenqi Jia, Zhewen Hu, Baixi Sun, Yafan Huang, Jiannan Tian, Boyuan Zhang, Daoce Wang, Sian Jin, Luanzheng Guo, Sheng Di, Yuede Ji, and Miao Yin. doi:10.48550/arXiv.2507.01224 ● ●
Accepted at SC '26TOPIQ: Statistical Error Propagation for Quantity-of-Interest Prediction under Lossy Compression Youyuan Liu, Bo Jiang, Taolue Yang, Sheng Di, Robert Underwood, and Sian Jin. doi:10.48550/arXiv.2608.26912 ●
Accepted at SC '263D Gaussian Splatting for Scientific Particle Data Compression and Rendering Bo Jiang, Youyuan Liu, Taolue Yang, Sheng Di, and Sian Jin. doi:10.48550/arXiv.2607.22956 ●
Accepted at IPCCC '26CompVOL: A Compressor Agnostic HDF5 VOL Adaptor for GPU-Accelerated Compression Kevin Dougherty, Robert Underwood, Sheng Di, Kai Zhao, Hanqi Guo, Jiannan Tian, Skyler Ruiter, and Franck Cappello. ● ●
Accepted at IPCCC '26CORE: Compression with Resilience Guarantees for Edge-Cloud DNN Inference Widney Gay, Su Wang, Jiannan Tian, Soamar Homsi, and Dong Chen. ●
Accepted at IEEE VIS '26FZ-VIS: A Visual Analytics Framework for Quantities-of-Interest-Aware Scientific Lossy Compression Guoxi Liu, Yuxiao Li, Congrong Ren, Robert Underwood, Xin Liang, Bei Wang, Sheng Di, Franck Cappello, and Hanqi Guo. doi:10.48550/arXiv.2608.08386 ●
TBD '26SLyCE: An Efficient Surrogate-based Lossy Compression Quality Estimation Framework Arham Khan, Sheng Di, Kai Zhao, Jinyang Liu, Kyle Chard, Ian Foster, and Franck Cappello. doi:10.1109/TBDATA.2026.3715358 ● ●
HPDC '26TZ: Achieving High-Ratio Scientific Data Compression on GPUs with Global Data Decomposition Zhuoxun Yang, Ruoyu Li, Amit Subrahmanya, Vishwas Rao, Sheng Di, Robert Underwood, Longtao Zhang, Jinyang Liu, Franck Cappello, and Kai Zhao. doi:10.1145/3806645.3807811 ● ●
HPDC '26OPAL: On-demand Progressive Accelerated Scientific Lossy Compression Longtao Zhang, Ruoyu Li, Zhuoxun Yang, Robert Underwood, Sheng Di, Daoce Wang, Jinyang Liu, Jiajun Huang, Franck Cappello, and Kai Zhao. doi:10.1145/3806645.3807577 ● ●
ICS '26GPZ: GPU-Accelerated Lossy Compressor for Particle Data Ruoyu Li, Yafan Huang, Longtao Zhang, Zhuoxun Yang, Sheng Di, Boyuan Zhang, Jiajun Huang, Jinyang Liu, Jiannan Tian, Guanpeng Li, Fengguang Song, Hanqi Guo, Franck Cappello, and Kai Zhao. doi:10.1145/3797905.3800524 ● ● ●
PVLDB '26Error-bounded Point Cloud Compression Using Truncated Octahedron Quantization Youyuan Liu, Longtao Zhang, Ruoyu Li, Bo Jiang, Taolue Yang, Kai Zhao, Sheng Di, Eduard Dragut, and Sian Jin. doi:10.14778/3836663.3836676 ●
PASC '26Solver-Integrated Lossy and Lossless Compression for Scalable Flow Simulations Viral Shah, Harikrishna Tummalapalli, Shivam Barwey, Riccardo Balin, Ramesh Balakrishnan, Paul Fischer, Sheng Di, and Franck Cappello. doi:10.1145/3815572.3815766 ●
IPDPS '26PackKV: Reducing KV Cache Memory Footprint through LLM-Aware Lossy Compression Bo Jiang, Taolue Yang, Youyuan Liu, Xubin He, Sheng Di, and Sian Jin. doi:10.1109/IPDPS65963.2026.00057 ●
ICDE '26Enabling Homomorphic Analytical Operations on Compressed Scientific Data with Multi-stage Decompression Xuan Wu, Sheng Di, Tripti Agarwal, Kai Zhao, Xin Liang, and Franck Cappello. doi:10.1109/ICDE65706.2026.00117 ●
Accepted at IPDPS-W '26Evaluating LLM Coding Agents on SZ-Family Lossy Compression Across Architectures Changqing Li, Shouwei Guo, Kai Zhao, Sheng Di, and Wenqian Dong. doi:10.1109/IPDPSW71298.2026.00111 ●
DCC '26EmbdC: Error-Bounded Lossy Video Embedding Compression For On-Device LLM Inference Bo Jiang, Taoluo Yang, Youyuan Liu, Sheng Di, and Sian Jin. doi:10.1109/DCC66757.2026.00068 ●
IPCCC '25Modeling Rate-Distortion for Endpoint-Aware Lossy Compression in Scientific Data Transfer Md Hasanur Rahman, Sheng Di, Guanpeng Li, and Franck Cappello. doi:10.1109/IPCCC66453.2025.11304680 ●
PVLDB '25Eureka: Enabling Fine-Grained Access and Range Queries on Compressed Scientific Data via Data-Index Co-Compression Ning Yan, Sheng Di, Kai Zhao, and Lipeng Wan. doi:10.14778/3785297.3785305 ●
SC '25lsCOMP: Efficient Light Source Compression Yafan Huang, Sheng Di, Robert Underwood, Peco Myint, Miaoqi Chu, Guanpeng Li, Nicholas Schwarz, and Franck Cappello. doi:10.1145/3712285.3759814 ●
SC '25STZ: A High Quality and High Speed Streaming Lossy Compression Framework for Scientific Data Daoce Wang, Pascal Grosset, Jesus Pulido, Jiannan Tian, Tushar M. Athawale, Jinda Jia, Baixi Sun, Boyuan Zhang, Sian Jin, Kai Zhao, James Ahrens, and Fengguang Song. doi:10.1145/3712285.3759795 ●
SC '25GPU Lossy Compression for HPC Can Be Versatile and Ultra-Fast Yafan Huang, Sheng Di, Guanpeng Li, and Franck Cappello. doi:10.1145/3712285.3759817 ●
SC '25Boosting Scientific Error-Bounded Lossy Compression through Optimized Synergistic Lossy-Lossless Orchestration Shixun Wu, Jinwen Pan, Jinyang Liu, Jiannan Tian, Ziwei Qiu, Jiajun Huang, Kai Zhao, Xin Liang, Sheng Di, Zizhong Chen, and Franck Cappello. doi:10.1145/3712285.3759798 ● ● ●
SC-W '25Lightweight CNN-Based Artifact Reduction for Scientific Error-bounded Lossy Compression Zizhe Jian, Pu Jiao, Bohan Zhang, Sheng Di, Xin Liang, Guanpeng Li, Huangliang Dai, Zizhong Chen, and Franck Cappello. doi:10.1145/3731599.3767374 ●
SC-W '25Design and Implementation of a Custom Hardware Accelerator for SZx Compression in Chipyard Connor Bohannon, Kazutomo Yohsii, Sheng Di, Franck Cappello, and Antonino Miceli. doi:10.1145/3731599.3767367 ●
SC-W '25Benchmarking Cutting-Edge Scientific Error-Bounded Lossy Compressors on Correlation-Based Rate-Distortion Ziwei Qiu, Jinyang Liu, Kai Zhao, Robert Underwood, and Sheng Di. doi:10.1145/3731599.3767375 ● ●
IISWC '25Exploring Lossy Compression of Activation Data for Emerging AI Accelerators: A Case Study on the Graphcore IPU Milan Shah, Xiaodong Yu, Sheng Di, Michela Becchi, and Franck Cappello. doi:10.1109/IISWC66894.2025.00027 ●