Franck Cappello

Most-cited papers

A Survey on Error-Bounded Lossy Compression for Scientific Datasets
Sheng Di, Jinyang Liu, Kai Zhao, Xin Liang +22 more
2024ACM Computing Surveys96 citations Open access
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CUSZP2: A GPU Lossy Compressor with Extreme Throughput and Optimized Compression Ratio
Yafan Huang, Sheng Di, Guan-Peng Li, Franck Cappello
2024International Conference for High Performance Computing, Networking, Storage and Analysis43 citations
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Preserving Topological Feature with Sign-of-Determinant Predicates in Lossy Compression: A Case Study of Vector Field Critical Points
Ming-Ze Xia, Sheng Di, Franck Cappello, Pu Jiao +5 more
2024IEEE International Conference on Data Engineering24 citations
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Scientific Error-bounded Lossy Compression with Super-resolution Neural Networks
Jinyang Liu, Sheng Di, Sian Jin, Kai Zhao +3 more
2023BigData Congress [Services Society]19 citations
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hZCCL: Accelerating Collective Communication with Co-Designed Homomorphic Compression
Jia-Jun Huang, Sheng Di, Xiao-Dong Yu, Yujia Zhai +9 more
2024International Conference for High Performance Computing, Networking, Storage and Analysis18 citations
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CliZ: Optimizing Lossy Compression for Climate Datasets with Adaptive Fine-tuned Data Prediction
Zizhe Jian, Sheng Di, Jinyang Liu, Kai Zhao +7 more
2024IEEE International Parallel and Distributed Processing Symposium16 citations
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Fast and Effective Lossy Compression on GPUs and CPUs with Guaranteed Error Bounds
Alex Fallin, Noushin Azami, Sheng Di, Franck Cappello +1 more
2025IEEE International Parallel and Distributed Processing Symposium13 citations
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Exploring Wavelet Transform Usages for Error-bounded Scientific Data Compression
Jia-Jun Huang, Jinyang Liu, Sheng Di, Yujia Zhai +6 more
2023BigData Congress [Services Society]13 citations
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FedCSpc: A Cross-Silo Federated Learning System With Error-Bounded Lossy Parameter Compression
Zhaorui Zhang, Sheng Di, Kai Zhao, Sian Jin +6 more
2025IEEE Transactions on Parallel and Distributed Systems12 citations
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QPET: A Versatile and Portable Quantity-of-Interest-preservation Framework for Error-Bounded Lossy Compression
Jinyang Liu, Pu Jiao, Kai Zhao, Xin Liang +2 more
2024Proceedings of the VLDB Endowment12 citations Open access
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IPComp: Interpolation Based Progressive Lossy Compression for Scientific Applications
Zhuoxun Yang, Sheng Di, Longtao Zhang, Ruoyu Li +5 more
2025IEEE International Symposium on High-Performance Parallel Distributed Computing11 citations Open access
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Boosting Scientific Error-Bounded Lossy Compression through Optimized Synergistic Lossy-Lossless Orchestration
Shixun Wu, Jinwen Pan, Jinyang Liu, Jian-Nan Tian +7 more
2025International Conference on Software Composition11 citations Open access
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LCP: Enhancing Scientific Data Management with Lossy Compression for Particles
Longtao Zhang, Ruoyu Li, Congrong Ren, Sheng Di +9 more
2024Proc. ACM Manag. Data11 citations
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TurboFFT: Co-Designed High-Performance and Fault-Tolerant Fast Fourier Transform on GPUs
Shixun Wu, Yujia Zhai, Jinyang Liu, Jia-Jun Huang +5 more
2024ACM SIGPLAN Symposium on Principles & Practice of Parallel Programming11 citations Open access
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Understanding The Effectiveness of Lossy Compression in Machine Learning Training Sets
Robert Underwood, Jon C. Calhoun, Sheng Di, Franck Cappello
2024arXiv.org11 citations
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C-Coll: Introducing Error-bounded Lossy Compression into MPI Collectives
Jia-Jun Huang, Sheng Di, Xiao-Dong Yu, Yujia Zhai +8 more
2023arXiv.org11 citations Open access
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SECRE: Surrogate-Based Error-Controlled Lossy Compression Ratio Estimation Framework
Arham Khan, Sheng Di, Kai Zhao, Jinyang Liu +3 more
2023International Conference on High Performance Computing10 citations
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ZCCL: Significantly Improving Collective Communication With Error-Bounded Lossy Compression
Jia-Jun Huang, Sheng Di, Xiao-Dong Yu, Yujia Zhai +11 more
2025arXiv.org9 citations
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A Memory-Efficient and Computation-Balanced Lossy Compressor on Wafer-Scale Engine
Shi-Hui Song, Robert Underwood, Sheng Di, Yafan Huang +2 more
2025IEEE International Parallel and Distributed Processing Symposium7 citations
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FT K-Means: A High-Performance K-Means on GPU with Fault Tolerance
Shixun Wu, Yitong Ding, Yujia Zhai, Jinyang Liu +7 more
2024IEEE International Conference on Cluster Computing7 citations Open access
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Druto: Upper-Bounding Silent Data Corruption Vulnerability in GPU Applications
Md Hasanur Rahman, Sheng Di, Shengjian Guo, Xiao-Yi Lu +2 more
2024IEEE International Parallel and Distributed Processing Symposium6 citations
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POSTER: Optimizing Collective Communications with Error-bounded Lossy Compression for GPU Clusters
Jia-Jun Huang, Sheng Di, Xiao-Dong Yu, Yujia Zhai +9 more
2024ACM SIGPLAN Symposium on Principles & Practice of Parallel Programming6 citations Open access
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TurboFFT: A High-Performance Fast Fourier Transform with Fault Tolerance on GPU
Shixun Wu, Yujia Zhai, Jinyang Liu, Jia-Jun Huang +5 more
2024arXiv.org6 citations
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DGRO: Diameter-Guided Ring Optimization for Integrated Research Infrastructure Membership
Shixun Wu, Krishnan Raghavan, Sheng Di, Zizhong Chen +1 more
2024arXiv.org6 citations
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Enabling Efficient Error-Controlled Lossy Compression for Unstructured Scientific Data
Xuan Wu, Sheng Di, Congrong Ren, Pu Jiao +5 more
2025IEEE International Parallel and Distributed Processing Symposium5 citations
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SZOps: Scalar Operations for Error-bounded Lossy Compressor for Scientific Data
Tripti Agarwal, Sheng Di, Jia-Jun Huang, Yafan Huang +6 more
2024SC24-W: Workshops of the International Conference for High Performance Computing, Networking, Storage and Analysis5 citations
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HoSZp: An Efficient Homomorphic Error-bounded Lossy Compressor for Scientific Data
Tripti Agarwal, Sheng Di, Jia-Jun Huang, Yafan Huang +6 more
2024arXiv.org5 citations
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cuSZ-I: High-Fidelity Error-Bounded Lossy Compression for Scientific Data on GPUs
Jinyang Liu, Jian-Nan Tian, Shixun Wu, Sheng Di +7 more
2023arXiv.org4 citations
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Towards Efficient I/O Pipelines Using Accumulated Compression
Avinash Maurya, Bogdan Nicolae, M. M. Rafique, Franck Cappello
2023International Conference on High Performance Computing4 citations Open access
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pMSz: A Distributed Parallel Algorithm for Correcting Extrema and Morse-Smale Segmentations in Lossy Compression
Yu-Xiao Li, Ming-Ze Xia, Xin Liang, Bei Wang +6 more
2026IEEE International Parallel and Distributed Processing Symposium3 citations
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Improving the Efficiency of Interpolation-based Scientific Data Compressors with Adaptive Quantization Index Prediction
Pu Jiao, Sheng Di, Ming-Ze Xia, Xuan Wu +3 more
2025IEEE International Parallel and Distributed Processing Symposium3 citations
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Characterization and Detection of Artifacts for Error-Controlled Lossy Compressors
Pu Jiao, Sheng Di, Jinyang Liu, Xin Liang +1 more
2023International Conference on High Performance Computing3 citations
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Efficient Communication in Federated Learning Using Floating-Point Lossy Compression
Grant Wilkins, Sheng Di, Jon C. Calhoun, Kibaek Kim +3 more
2023arXiv.org3 citations
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Use cases of lossy compression for floating-point data
Franck Cappello
20193 citations
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FFCz: Fast Fourier Correction for Spectrum-Preserving Lossy Compression of Scientific Data
Congrong Ren, Robert Underwood, Sheng Di, Emrecan Kutay +4 more
2026IEEE International Parallel and Distributed Processing Symposium2 citations
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Mitigating Artifacts in Pre-quantization Based Scientific Data Compressors with Quantization-aware Interpolation
Pu Jiao, Sheng Di, Jian-Nan Tian, Ming-Ze Xia +4 more
2026IEEE International Parallel and Distributed Processing Symposium2 citations
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Lossy Compression of Scientific Data: Applications Constrains and Requirements
Franck Cappello, Allison Baker, E. Bozdağ, M. Burtscher +21 more
2025arXiv.org2 citations
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Systematic Evaluation of Optimization Techniques for Long-Context Language Models
Ammar Ahmed, Sheng Di, Franck Cappello, Zi-Rui Liu +2 more
2025IEEE International Conference on Cluster Computing2 citations Open access
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FRSZ2 for In-Register Block Compression Inside GMRES on GPUs
Thomas Grützmacher, Robert Underwood, Sheng Di, Franck Cappello +1 more
2024SC24-W: Workshops of the International Conference for High Performance Computing, Networking, Storage and Analysis2 citations Open access
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To Compress or Not to Compress: Energy Trade-Offs and Benefits of Lossy Compressed I/O
Grant Wilkins, Sheng Di, Jon C. Calhoun, Robert Underwood +1 more
2024IEEE International Parallel and Distributed Processing Symposium2 citations Open access
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SPARe: Stacked Parallelism with Adaptive Reordering for Fault-Tolerant LLM Pretraining Systems with 100k+ GPUs
Jin Lee, Zhonghao Chen, Xuhang He, Robert Underwood +5 more
2026arXiv.org1 citations
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Rate-Distortion Bounds for Heterogeneous Random Fields on Finite Lattices
Sujata Sinha, Vishwas Rao, Robert Underwood, David Lenz +3 more
2026arXiv.org1 citations
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TopoSZp: Lightweight Topology-Aware Error-controlled Compression for Scientific Data
Tripti Agarwal, Sheng Di, Xin Liang, Zhao-Yuan Su +4 more
2026Workshop Proceedings of the 55th International Conference on Parallel Processing1 citations
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ReCoVer: Resilient LLM Pre-Training System via Fault-Tolerant Collective and Versatile Workload
Zi-Yue Liu, Zhengyang Wang, Rui-Jie Zhang, Avinash Maurya +6 more
2026arXiv.org1 citations
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GPZ: GPU-Accelerated Lossy Compressor for Particle Data
Ruoyu Li, Yafan Huang, Longtao Zhang, Zhuoxun Yang +10 more
2025International Conference on Supercomputing1 citations
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Lossy Parallel Visualization of Large-Scale Volume Data with Error-Bounded Image Compositing
Yongfeng Qiu, Yu-Xiao Li, Xin Liang, Yafan Huang +4 more
2025IEEE International Symposium on Parallel & Distributed Processing, Workshops and Phd Forum1 citations
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Sensitivity and Impacts on Parallel Compression of Prediction of Lossy Compression Ratios for Scientific Data
Alexandra Poulos, Robert Underwood, Jon C. Calhoun, Sheng Di +1 more
2025IEEE International Parallel and Distributed Processing Symposium1 citations
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Lossy Parallel Visualization of Large-Scale Volume Data with Error-Bounded Image Compositing
Yongfeng Qiu, Yu-Xiao Li, Xin Liang, Yafan Huang +4 more
2025IEEE Symposium on Large Data Analysis and Visualization1 citations
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DeepCQ: General-Purpose Deep-Surrogate Framework for Lossy Compression Quality Prediction
Khondoker Mirazul Mumenin, Robert Underwood, Dong Dai, Jin-Zhen Wang +3 more
2025arXiv.org1 citations
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PSZ: Enhancing the SZ Scientific Lossy Compressor With Progressive Data Retrieval
Zhuoxun Yang, Sheng Di, Longtao Zhang, Ruoyu Li +5 more
2025arXiv.org1 citations
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