cuSZ

Jiannan Tian, Sheng Di, Kai Zhao, +8

Hardware SecurityCluster ComputingComputational ScienceGpu ArchitectureEngineering +13

DeepSZ

Sian Jin, Sheng Di, Xin Liang, +3

Data CompressionDeep Neural NetworksEngineeringMachine LearningData Science +10

Exploring Autoencoder-based Error-bounded Compression for Scientific Data

Jinyang Liu, Sheng Di, Kai Zhao, +5

Compression ErrorsLossy CompressionEngineeringMachine LearningData Science +8

Understanding GPU-Based Lossy Compression for Extreme-Scale Cosmological Simulations

Sian Jin, Pascal Grosset, Christopher M. Biwer, +4

Optimizing Error-Bounded Lossy Compression for Scientific Data on GPUs

Jiannan Tian, Sheng Di, Xiaodong Yu, +7

Cluster ComputingEngineeringGpu BenchmarkingError-bounded Lossy CompressionComputer Architecture +16

Design of a Quantization-Based DNN Delta Compression Framework for Model Snapshots and Federated Learning

Haoyu Jin, Donglei Wu, Shuyu Zhang, +5

IEEE Transactions on Parallel and Distributed Systems

waveSZ

Jiannan Tian, Sheng Di, Chengming Zhang, +5

Hardware SecurityLossy CompressionEngineeringWavefront Memory LayoutData Science +11

Improving Prediction-Based Lossy Compression Dramatically via Ratio-Quality Modeling

Sian Jin, Sheng Di, Jiannan Tian, +3

2022 IEEE 38th International Conference on Data Engineering (ICDE)

Lossy CompressionEngineeringMachine LearningData ScienceImage Compression +13

COMET

Sian Jin, Chengming Zhang, Xintong Jiang, +5

Proceedings of the VLDB Endowment

Forward PropagationConvolutional Neural NetworkDeep Neural NetworksEngineeringMachine Learning +9

High-performance Effective Scientific Error-bounded Lossy Compression with Auto-tuned Multi-component Interpolation

Jinyang Liu, Sheng Di, Kai Zhao, +7

Proceedings of the ACM on Management of Data