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2025	Survey on Characterizing and Understanding GNNs From a Computer Architecture Perspective IEEE Transactions on Parallel and Distributed Systems Meng Wu, Mingyu Yan, Wenming Li, Xiaochun Ye, Dongrui Fan, Yuan Xie
2024	A survey of graph convolutional networks (GCNs) in FPGA-based accelerators Journal of Big Data Marco Procaccini, Amin Sahebi, Roberto Giorgi
2024	A Survey of Computationally Efficient Graph Neural Networks for Reconfigurable Systems Information Habib Taha Kose, Jose Nunez-Yanez, Robert Piechocki, James Pope
2024	A Comprehensive Overview and Comparative Analysis on Deep Learning Models Journal on Artificial Intelligence Thinagaran Perumal, Norwati Mustapha, Raihani Mohamed, Farhad Mortezapour Shiri
2024	OPT-GCN: A Unified and Scalable Chiplet-Based Accelerator for High-Performance and Energy-Efficient GCN Computation IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems Yingnan Zhao, Ke Wang, Ahmed Louri
2023	Soft-core processor integration based on different instruction set architectures and field programmable gate array custom datapath implementation PeerJ Computer Science Ionel Zagan, Vasile Gheorghiţă Găitan
2023	Attention-based graph neural networks: a survey Artificial Intelligence Review Chengcheng Sun, Chenhao Li, Xiang Lin, Tianji Zheng, Fanrong Meng, Xiaobin Rui, Zhixiao Wang