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Author

Liang Qiao

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#machine learning Preprint Oct 2026

A Dependency-Aware Multi-GPU Training Framework for Temporal Graph Neural Networks

Temporal graph neural networks (TGNNs) achieve superior performance in many dynamic graph learning tasks. These models use node state vectors (i.e., memories) to capture and record graph changes (i.e., events), and then exploit these memories to assist prediction. However, this memory-centric design makes multi-GPU tra...

Yang Zhao, Yue-Zhen Dai, Liang Qiao et al. · 0 citations
Open access Aug 2026

Flash-DWC: Making Depthwise Convolution Compute-Efficient on GPUs

By making DWC compute-efficient, Flash-DWC promotes the use of larger and more expressive filters and extends forward and backward propagation to both forward and backward propagation for efficient end-to-end training.

Zhiyi Zhang, Yang Zhao, Jing-Wei Sun et al. · 0 citations

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