SD
Sheng Di
cs.DCcs.LGcs.ITmath.ITcs.PFcs.DBcs.AIquant-phcs.ETastro-ph.IM
On Valency
published · living versionsW_ah835e2s·v1 · currentpublished
FT-CNN: Algorithm-Based Fault Tolerance for Convolutional Neural Networks
with Kai Zhao, Sihuan Li, Xin Liang, Yujia Zhai +4
1 version
Preprints & journals
43 papers in the corpus · 2017–2026Error-bounded Point Cloud Compression Using Truncated Octahedron Quantization2608.00495v1 · Youyuan Liu, Longtao Zhang, Ruoyu Li et al.2026 · 0 citationsarXiv
LUMOS: Democratizing SciML Workflows with L0-Regularized Learning for Unified Feature and Parameter Adaptation2602.22537v1 · Shouwei Gao, Xu Zheng, Dongsheng Luo et al.2026 · 0 citationsarXiv
Mitigating Artifacts in Pre-quantization Based Scientific Data Compressors with Quantization-aware Interpolation2602.20097v1 · Pu Jiao, Sheng Di, Jiannan Tian et al.2026 · 0 citationsarXiv
pMSz: A Distributed Parallel Algorithm for Correcting Extrema and Morse Smale Segmentations in Lossy Compression2601.01787v1 · Yuxiao Li, Mingze Xia, Xin Liang et al.2026 · 0 citationsarXiv
PackKV: Reducing KV Cache Memory Footprint through LLM-Aware Lossy Compression2512.24449v2 · Bo Jiang, Taolue Yang, Youyuan Liu et al.2025 · 0 citationsarXiv
DeepCQ: General-Purpose Deep-Surrogate Framework for Lossy Compression Quality Prediction2512.21433v1 · Khondoker Mirazul Mumenin, Robert Underwood, Dong Dai et al.2025 · 0 citationsarXiv
Systematic Evaluation of Optimization Techniques for Long-Context Language Models2508.00305v1 · Ammar Ahmed, Sheng Di, Franck Cappello et al.2025 · 0 citationsarXiv
Boosting Scientific Error-Bounded Lossy Compression through Optimized Synergistic Lossy-Lossless Orchestration2507.11165v2 · Shixun Wu, Jinwen Pan, Jinyang Liu et al.2025 · 7 citationsarXiv
To Compress or Not To Compress: Energy Trade-Offs and Benefits of Lossy Compressed I/O2410.23497v2 · Grant Wilkins, Sheng Di, Jon C. Calhoun et al.2024 · 1 citationarXiv
FRSZ2 for In-Register Block Compression Inside GMRES on GPUs2409.15468v1 · Thomas Grutzmacher, Robert Underwood, Sheng Di et al.2024 · 2 citationsarXiv
HoSZp: An Efficient Homomorphic Error-bounded Lossy Compressor for Scientific Data2408.11971v1 · Tripti Agarwal, Sheng Di, Jiajun Huang et al.2024 · 2 citationsarXiv
An Error-Bounded Lossy Compression Method with Bit-Adaptive Quantization for Particle Data2404.02826v2 · Congrong Ren, Sheng Di, Longtao Zhang et al.2024 · 0 citationsarXiv
Understanding The Effectiveness of Lossy Compression in Machine Learning Training Sets2403.15953v1 · Robert Underwood, Jon C. Calhoun, Sheng Di et al.2024 · 1 citationarXiv
FastqZip: An Improved Reference-Based Genome Sequence Lossy Compression Framework2404.02163v1 · Yuanjian Liu, Huihao Luo, Zhijun Han et al.2024 · 0 citationsarXiv
FedSZ: Leveraging Error-Bounded Lossy Compression for Federated Learning Communications2312.13461v3 · Grant Wilkins, Sheng Di, Jon C. Calhoun et al.2023 · 9 citationsarXiv
High-performance Effective Scientific Error-bounded Lossy Compression with Auto-tuned Multi-component Interpolation2311.12133v3 · Jinyang Liu, Sheng Di, Kai Zhao et al.2023 · 30 citationsarXiv
Dynamic Quality Metric Oriented Error-bounded Lossy Compression for Scientific Datasets2310.14133v1 · Jinyang Liu, Sheng Di, Kai Zhao et al.2023 · 34 citationsarXiv
SRN-SZ: Deep Leaning-Based Scientific Error-bounded Lossy Compression with Super-resolution Neural Networks2309.04037v3 · Jinyang Liu, Sheng Di, Sian Jin et al.2023 · 0 citationsarXiv
Optimizing Scientific Data Transfer on Globus with Error-bounded Lossy Compression2307.05416v1 · Yuanjian Liu, Sheng Di, Kyle Chard et al.2023 · 15 citationsarXiv
Black-Box Statistical Prediction of Lossy Compression Ratios for Scientific Data2305.08801v1 · Robert Underwood, Julie Bessac, David Krasowska et al.2023 · 12 citationsarXiv
An Optimized Error-controlled MPI Collective Framework Integrated with Lossy Compression2304.03890v3 · Jiajun Huang, Sheng Di, Xiaodong Yu et al.2023 · 22 citationsarXiv
Accelerating Parallel Write via Deeply Integrating Predictive Lossy Compression with HDF52206.14761v1 · Sian Jin, Dingwen Tao, Houjun Tang et al.2022 · 15 citationsarXiv
ROIBIN-SZ: Fast and Science-Preserving Compression for Serial Crystallography2206.11297v1 · Robert Underwood, Chun Yoon, Ali Gok et al.2022 · 15 citationsarXiv
SZx: an Ultra-fast Error-bounded Lossy Compressor for Scientific Datasets2201.13020v1 · Xiaodong Yu, Sheng Di, Kai Zhao et al.2022 · 7 citationsarXiv
Optimizing Huffman Decoding for Error-Bounded Lossy Compression on GPUs2201.09118v2 · Cody Rivera, Sheng Di, Jiannan Tian et al.2022 · 10 citationsarXiv
SIMD Lossy Compression for Scientific Data2201.04614v1 · Griffin Dube, Jiannan Tian, Sheng Di et al.2022 · 0 citationsarXiv
Exploring Lossy Compressibility through Statistical Correlations of Scientific Datasets2111.13789v1 · David Krasowska, Julie Bessac, Robert Underwood et al.2021 · 11 citationsarXiv
Improving Prediction-Based Lossy Compression Dramatically via Ratio-Quality Modeling2111.09815v5 · Sian Jin, Sheng Di, Jiannan Tian et al.2021 · 27 citationsarXiv
Optimizing Error-Bounded Lossy Compression for Scientific Data on GPUs2105.12912v3 · Jiannan Tian, Sheng Di, Xiaodong Yu et al.2021 · 29 citationsarXiv
Exploring Autoencoder-based Error-bounded Compression for Scientific Data2105.11730v7 · Jinyang Liu, Sheng Di, Kai Zhao et al.2021 · 55 citationsarXiv
SDRBench: Scientific Data Reduction Benchmark for Lossy Compressors2101.03201v1 · Kai Zhao, Sheng Di, Xin Liang et al.2021 · 108 citations2020 IEEE International Conference on Big Data (Big Data)
Revisiting Huffman Coding: Toward Extreme Performance on Modern GPU Architectures2010.10039v2 · Jiannan Tian, Cody Rivera, Sheng Di et al.2020 · 37 citationsarXiv
SDC Resilient Error-bounded Lossy Compressor2010.03144v1 · Sihuan Li, Sheng Di, Kai Zhao et al.2020 · 3 citationsarXiv
cuSZ: An Efficient GPU-Based Error-Bounded Lossy Compression Framework for Scientific Data2007.09625v6 · Jiannan Tian, Sheng Di, Kai Zhao et al.2020 · 103 citationsarXiv
FT-CNN: Algorithm-Based Fault Tolerance for Convolutional Neural Networks2003.12203v4 · Kai Zhao, Sheng Di, Sihuan Li et al.2020 · 126 citationsIEEE Transactions on Parallel and Distributed Systems, 2020on Valency
FRaZ: A Generic High-Fidelity Fixed-Ratio Lossy Compression Framework for Scientific Floating-point Data2001.06139v1 · Robert Underwood, Sheng Di, Jon C. Calhoun et al.2020 · 36 citationsarXiv
Full-State Quantum Circuit Simulation by Using Data Compression1911.04034v2 · Xin-Chuan Wu, Sheng Di, Emma Maitreyee Dasgupta et al.2019 · 132 citationsarXiv
DeepSZ: A Novel Framework to Compress Deep Neural Networks by Using Error-Bounded Lossy Compression1901.09124v2 · Sian Jin, Sheng Di, Xin Liang et al.2019 · 77 citationsarXiv
Memory-Efficient Quantum Circuit Simulation by Using Lossy Data Compression1811.05630v2 · Xin-Chuan Wu, Sheng Di, Franck Cappello et al.2018 · 7 citationsarXiv
Amplitude-Aware Lossy Compression for Quantum Circuit Simulation1811.05140v3 · Xin-Chuan Wu, Sheng Di, Franck Cappello et al.2018 · 6 citationsarXiv
Optimizing Lossy Compression Rate-Distortion from Automatic Online Selection between SZ and ZFP1806.08901v2 · Dingwen Tao, Sheng Di, Xin Liang et al.2018 · 81 citationsarXiv
Fixed-PSNR Lossy Compression for Scientific Data1805.07384v3 · Dingwen Tao, Sheng Di, Xin Liang et al.2018 · 29 citationsarXiv
Significantly Improving Lossy Compression for Scientific Data Sets Based on Multidimensional Prediction and Error-Controlled Quantization1706.03791v1 · Dingwen Tao, Sheng Di, Zizhong Chen et al.2017 · 301 citationsarXiv
Career total: 181 works. 43 are in this corpus.
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