Publications

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CaPGNN: Optimizing parallel graph neural network training with joint caching and resource-aware graph partitioning

Published in Neurocomputing, 2026

Recommended citation: Xianfeng Song, Yi Zou, and Zheng Shi. "CaPGNN: Optimizing parallel graph neural network training with joint caching and resource-aware graph partitioning", in Neurocomputing, pp. 132978, 2026.
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GIMS: Image Matching System Based on Adaptive Graph Construction and Graph Neural Network

Published in Neural Networks, 2025

Recommended citation: Xianfeng Song, Yi Zou, Zheng Shi, Zheng Liu. "GIMS: Image Matching System Based on Adaptive Graph Construction and Graph Neural Network," in Neural Networks, pp. 108030, 2025.
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DyLaClass: Dynamic Labeling Based Classification for Optimal Sparse Matrix Format Selection in Accelerating SpMV

Published in IEEE Transactions on Parallel and Distributed Systems, 2024

Recommended citation: Zheng Shi, Yi Zou, Xianfeng Song, Shupeng Li, Fangming Liu, and Quan Xue, “DyLaClass: Dynamic Labeling Based Classification for Optimal Sparse Matrix Format Selection in Accelerating SpMV”, to appear in IEEE Transactions on Parallel and Distributed Systems, 2024.
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Image Matching and Localization Based on Fusion of Handcrafted and Deep Features

Published in IEEE Sensors Journal, 2023

Recommended citation: Song X, Zou Y, Shi Z, et al. Image matching and localization based on fusion of handcrafted and deep features[J]. IEEE Sensors Journal, 2023.
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