G-CoS: GNN-Accelerator Co-Search Towards Both Better Accuracy and Efficiency

18 September 2021

Papers citing "G-CoS: GNN-Accelerator Co-Search Towards Both Better Accuracy and Efficiency"

40 / 40 papers shown

Title
GCoD: Graph Convolutional Network Acceleration via Dedicated Algorithm and Accelerator Co-Design Sung Une Lee Boming Xia Yongan Zhang Ang Li Yingyan Lin GNN 102 49 0 22 Dec 2021
RT-RCG: Neural Network and Accelerator Search Towards Effective and Real-time ECG Reconstruction from Intracardiac Electrograms Yongan Zhang Anton Banta Yonggan Fu M. John A. Post M. Razavi Joseph R. Cavallaro B. Aazhang Yingyan Lin 50 4 0 04 Nov 2021
Auto-NBA: Efficient and Effective Search Over the Joint Space of Networks, Bitwidths, and Accelerators Yonggan Fu Yongan Zhang Yang Zhang David D. Cox Yingyan Lin MQ 88 18 0 11 Jun 2021
VersaGNN: a Versatile accelerator for Graph neural networks Feng Shi Yiqiao Jin Song-Chun Zhu GNN 91 17 0 04 May 2021
Early-Bird GCNs: Graph-Network Co-Optimization Towards More Efficient GCN Training and Inference via Drawing Early-Bird Lottery Tickets Haoran You Zhihan Lu Zijian Zhou Y. Fu Yingyan Lin GNN 78 33 0 01 Mar 2021
Design Space for Graph Neural Networks Jiaxuan You Rex Ying J. Leskovec GNN AI4CE 184 319 0 17 Nov 2020
Degree-Quant: Quantization-Aware Training for Graph Neural Networks Shyam A. Tailor Javier Fernandez-Marques Nicholas D. Lane GNN MQ 50 144 0 11 Aug 2020
SmartExchange: Trading Higher-cost Memory Storage/Access for Lower-cost Computation Yang Zhao Xiaohan Chen Yue Wang Chaojian Li Haoran You Y. Fu Yuan Xie Zhangyang Wang Yingyan Lin MQ 89 43 0 07 May 2020
EDD: Efficient Differentiable DNN Architecture and Implementation Co-search for Embedded AI Solutions Yuhong Li Cong Hao Xiaofan Zhang Xinheng Liu Yao Chen Jinjun Xiong Wen-mei W. Hwu Deming Chen 62 77 0 06 May 2020
Open Graph Benchmark: Datasets for Machine Learning on Graphs Weihua Hu Matthias Fey Marinka Zitnik Yuxiao Dong Hongyu Ren Bowen Liu Michele Catasta J. Leskovec 303 2,730 0 02 May 2020
FBNetV2: Differentiable Neural Architecture Search for Spatial and Channel Dimensions Alvin Wan Xiaoliang Dai Peizhao Zhang Zijian He Yuandong Tian ... Matthew Yu Tao Xu Kan Chen Peter Vajda Joseph E. Gonzalez 64 291 0 12 Apr 2020
Best of Both Worlds: AutoML Codesign of a CNN and its Hardware Accelerator Mohamed S. Abdelfattah Łukasz Dudziak Thomas C. P. Chau Royson Lee Hyeji Kim Nicholas D. Lane 62 81 0 11 Feb 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 86 292 0 07 Jan 2020
RC-DARTS: Resource Constrained Differentiable Architecture Search Xiaojie Jin Jiang Wang Joshua Slocum Ming-Hsuan Yang Shengyang Dai Shuicheng Yan Jiashi Feng 44 31 0 30 Dec 2019
Learning Graph Convolutional Network for Skeleton-based Human Action Recognition by Neural Searching Wei Peng Xiaopeng Hong Haoyu Chen Guoying Zhao GNN 72 328 0 11 Nov 2019
Auto-GNN: Neural Architecture Search of Graph Neural Networks Kaixiong Zhou Qingquan Song Xiao Huang Xia Hu GNN 97 181 0 07 Sep 2019
EnGN: A High-Throughput and Energy-Efficient Accelerator for Large Graph Neural Networks Shengwen Liang Ying Wang Cheng Liu Lei He Huawei Li Xiaowei Li GNN 51 134 0 31 Aug 2019
Hardware/Software Co-Exploration of Neural Architectures Weiwen Jiang Lei Yang E. Sha Qingfeng Zhuge Shouzhen Gu Sakyasingha Dasgupta Yiyu Shi Jiaxi Hu 65 131 0 06 Jul 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 137 18,115 0 28 May 2019
Searching for MobileNetV3 Andrew G. Howard Mark Sandler Grace Chu Liang-Chieh Chen Bo Chen ... Yukun Zhu Ruoming Pang Vijay Vasudevan Quoc V. Le Hartwig Adam 345 6,778 0 06 May 2019
GraphNAS: Graph Neural Architecture Search with Reinforcement Learning Yang Gao Hong Yang Peng Zhang Chuan Zhou Yue Hu AI4CE GNN 66 100 0 22 Apr 2019
FPGA/DNN Co-Design: An Efficient Design Methodology for IoT Intelligence on the Edge Cong Hao Xiaofan Zhang Yuhong Li Sitao Huang Jinjun Xiong K. Rupnow Wen-mei W. Hwu Deming Chen 73 173 0 09 Apr 2019
Single Path One-Shot Neural Architecture Search with Uniform Sampling Zichao Guo Xiangyu Zhang Haoyuan Mu Wen Heng Zechun Liu Yichen Wei Jian Sun 71 938 0 31 Mar 2019
Fast Graph Representation Learning with PyTorch Geometric Matthias Fey J. E. Lenssen 3DH GNN 3DPC 223 4,339 0 06 Mar 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 754 8,526 0 03 Jan 2019
FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search Bichen Wu Xiaoliang Dai Peizhao Zhang Yanghan Wang Fei Sun Yiming Wu Yuandong Tian Peter Vajda Yangqing Jia Kurt Keutzer MQ 100 1,303 0 09 Dec 2018
Accurate, Efficient and Scalable Graph Embedding Hanqing Zeng Hongkuan Zhou Ajitesh Srivastava Rajgopal Kannan Viktor Prasanna GNN 68 74 0 28 Oct 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 238 7,642 0 01 Oct 2018
Large-Scale Learnable Graph Convolutional Networks Hongyang Gao Zhengyang Wang Shuiwang Ji GNN 84 593 0 12 Aug 2018
MnasNet: Platform-Aware Neural Architecture Search for Mobile Mingxing Tan Bo Chen Ruoming Pang Vijay Vasudevan Mark Sandler Andrew G. Howard Quoc V. Le MQ 120 3,009 0 31 Jul 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 199 4,354 0 24 Jun 2018
Graph Convolutional Neural Networks for Web-Scale Recommender Systems Rex Ying Ruining He Kaifeng Chen Pong Eksombatchai William L. Hamilton J. Leskovec GNN BDL 260 3,537 0 06 Jun 2018
Efficient Neural Architecture Search via Parameter Sharing Hieu H. Pham M. Guan Barret Zoph Quoc V. Le J. Dean 107 2,763 0 09 Feb 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 479 20,138 0 30 Oct 2017
Neural Optimizer Search with Reinforcement Learning Irwan Bello Barret Zoph Vijay Vasudevan Quoc V. Le ODL 59 385 0 21 Sep 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 503 15,232 0 07 Jun 2017
Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs M. Simonovsky N. Komodakis GNN 204 1,231 0 10 Apr 2017
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 459 5,372 0 05 Nov 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 617 29,051 0 09 Sep 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,039 0 22 Dec 2014