MaGNAS: A Mapping-Aware Graph Neural Architecture Search Framework for
Heterogeneous MPSoC Deployment

MaGNAS: A Mapping-Aware Graph Neural Architecture Search Framework for Heterogeneous MPSoC Deployment

16 July 2023

Hamza Ouarnoughi

M. A. Al Faruque

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Papers citing "MaGNAS: A Mapping-Aware Graph Neural Architecture Search Framework for Heterogeneous MPSoC Deployment"

17 / 17 papers shown

Title
Optimizing DNN Inference on Multi-Accelerator SoCs at Training-time Matteo Risso Luca Bompani Daniele Jahier Pagliari 110 0 0 24 Feb 2025
HADAS: Hardware-Aware Dynamic Neural Architecture Search for Edge Performance Scaling Halima Bouzidi Mohanad Odema Hamza Ouarnoughi Mohammad Abdullah Al Faruque Smail Niar 67 19 0 06 Dec 2022
A Survey on Graph Neural Networks and Graph Transformers in Computer Vision: A Task-Oriented Perspective Chaoqi Chen Yushuang Wu Qiyuan Dai Hong-Yu Zhou Mutian Xu Sibei Yang Xiaoguang Han Yizhou Yu ViT MedIm AI4CE 129 79 0 27 Sep 2022
GCoD: Graph Convolutional Network Acceleration via Dedicated Algorithm and Accelerator Co-Design Sung Une Lee Boming Xia Yongan Zhang Ang Li Yingyan Lin GNN 120 51 0 22 Dec 2021
Design Space for Graph Neural Networks Jiaxuan You Rex Ying J. Leskovec GNN AI4CE 198 322 0 17 Nov 2020
Scene-Graph Augmented Data-Driven Risk Assessment of Autonomous Vehicle Decisions S. Yu Arnav V. Malawade Deepan Muthirayan Pramod P. Khargonekar Mohammad Abdullah Al Faruque 63 85 0 31 Aug 2020
BigNAS: Scaling Up Neural Architecture Search with Big Single-Stage Models Jiahui Yu Pengchong Jin Hanxiao Liu Gabriel Bender Pieter-Jan Kindermans Mingxing Tan Thomas Huang Xiaodan Song Ruoming Pang Quoc V. Le 98 304 0 24 Mar 2020
HyGCN: A GCN Accelerator with Hybrid Architecture Yurui Lai Lei Deng Xing Hu Ling Liang Yujing Feng Xiaochun Ye Zhimin Zhang Xiaochun Ye Yuan Xie GNN 89 295 0 07 Jan 2020
Auto-GNN: Neural Architecture Search of Graph Neural Networks Kaixiong Zhou Qingquan Song Xiao Huang Helen Zhou GNN 119 182 0 07 Sep 2019
Once-for-All: Train One Network and Specialize it for Efficient Deployment Han Cai Chuang Gan Tianzhe Wang Zhekai Zhang Song Han OOD 117 1,283 0 26 Aug 2019
A Comprehensive Survey on Graph Neural Networks Zonghan Wu Shirui Pan Fengwen Chen Guodong Long Chengqi Zhang Philip S. Yu FaML GNN AI4TS AI4CE 801 8,579 0 03 Jan 2019
Slimmable Neural Networks Jiahui Yu L. Yang N. Xu Jianchao Yang Thomas Huang 90 556 0 21 Dec 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 259 7,705 0 01 Oct 2018
Dynamic Graph CNN for Learning on Point Clouds Yue Wang Yongbin Sun Ziwei Liu Sanjay E. Sarma M. Bronstein Justin Solomon GNN 3DPC 260 6,177 0 24 Jan 2018
Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition Sijie Yan Yuanjun Xiong Dahua Lin GNN 244 4,189 0 23 Jan 2018
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 516 15,331 0 07 Jun 2017
Scene Graph Generation by Iterative Message Passing Danfei Xu Yuke Zhu Chris Choy Li Fei-Fei GNN 3DV 106 1,226 0 10 Jan 2017