首页> Neural networks : the official journal of the International Neural Network Society> SLAPP: Subgraph-level attention-based performance prediction for deep learning models.

SLAPP: Subgraph-level attention-based performance prediction for deep learning models.

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第一作者： Zhenyi,Wang

第一单位： School of Computer Science and Technology, Xidian University, Xi'an, 710071, China; The Key Laboratory of Smart Human-Computer Interaction and Wearable Technology of Shaanxi Province, Xi'an, 710071, China. Electronic address: zywang1996@stu.xidian.edu.cn.

作者： Zhenyi,Wang ^[1] ; Pengfei,Yang ^[2] ; Linwei,Hu ^[3] ; Bowen,Zhang ^[4] ; Chengmin,Lin ^[5] ; Wenkai,Lv ^[6] ; Quan,Wang ^[7]

作者单位： School of Computer Science and Technology, Xidian University, Xi'an, 710071, China; The Key Laboratory of Smart Human-Computer Interaction and Wearable Technology of Shaanxi Province, Xi'an, 710071, China. Electronic address: zywang1996@stu.xidian.edu.cn. ^[1] School of Computer Science and Technology, Xidian University, Xi'an, 710071, China; The Key Laboratory of Smart Human-Computer Interaction and Wearable Technology of Shaanxi Province, Xi'an, 710071, China. Electronic address: pfyang@xidian.edu.cn. ^[2] School of Computer Science and Technology, Xidian University, Xi'an, 710071, China; The Key Laboratory of Smart Human-Computer Interaction and Wearable Technology of Shaanxi Province, Xi'an, 710071, China. Electronic address: linwei_hu@stu.xidian.edu.cn. ^[3] School of Computer Science and Technology, Xidian University, Xi'an, 710071, China; The Key Laboratory of Smart Human-Computer Interaction and Wearable Technology of Shaanxi Province, Xi'an, 710071, China. Electronic address: bwzhang_9@stu.xidian.edu.cn. ^[4] School of Computer Science and Technology, Xidian University, Xi'an, 710071, China; The Key Laboratory of Smart Human-Computer Interaction and Wearable Technology of Shaanxi Province, Xi'an, 710071, China. Electronic address: cm_lin@stu.xidian.edu.cn. ^[5] School of Computer Science and Technology, Xidian University, Xi'an, 710071, China; The Key Laboratory of Smart Human-Computer Interaction and Wearable Technology of Shaanxi Province, Xi'an, 710071, China. Electronic address: wklv@stu.xidian.edu.cn. ^[6] School of Computer Science and Technology, Xidian University, Xi'an, 710071, China; The Key Laboratory of Smart Human-Computer Interaction and Wearable Technology of Shaanxi Province, Xi'an, 710071, China. Electronic address: qwang@xidian.edu.cn. ^[7]

关键词 Attention mechanisms Computation graph optimization Deep Learning (DL)Graph neural networks (GNNs)Performance prediction

DOI 10.1016/j.neunet.2023.11.043

PMID 38000312

发布时间 2024-02-02

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