High-Level Synthesis Performance Prediction using GNNs: Benchmarking, Modeling, and Advancing

18 January 2022

Papers citing "High-Level Synthesis Performance Prediction using GNNs: Benchmarking, Modeling, and Advancing"

20 / 20 papers shown

Title
Learning to Compare Hardware Designs for High-Level Synthesis Yunsheng Bai Atefeh Sohrabizadeh Zijian Ding Rongjian Liang Weikai Li Ding Wang Haoxing Ren Yizhou Sun Jason Cong 152 2 0 20 Sep 2024
Program-to-Circuit: Exploiting GNNs for Program Representation and Circuit Translation Nan Wu Huake He Yuan Xie Pan Li Cong Hao GNN 51 3 0 13 Sep 2021
IronMan: GNN-assisted Design Space Exploration in High-Level Synthesis via Reinforcement Learning Nan Wu Yuan Xie Cong Hao 3DV 49 58 0 16 Feb 2021
A Survey of Machine Learning for Computer Architecture and Systems Nan Wu Yuan Xie AI4TS AI4CE 71 150 0 16 Feb 2021
Path Integral Based Convolution and Pooling for Graph Neural Networks Zheng Ma Junyu Xuan Yu Guang Wang Ming Li Pietro Lio GNN 61 55 0 29 Jun 2020
Principal Neighbourhood Aggregation for Graph Nets Gabriele Corso Luca Cavalleri Dominique Beaini Pietro Lio Petar Velickovic GNN 91 666 0 12 Apr 2020
Pyramid: Machine Learning Framework to Estimate the Optimal Timing and Resource Usage of a High-Level Synthesis Design Hosein Mohammadi Makrani Farnoud Farahmand Hossein Sayadi Sara Bondi Sai Manoj P D Liang Zhao Avesta Sasan Houman Homayoun S. Rafatirad 22 72 0 29 Jul 2019
GNN-FiLM: Graph Neural Networks with Feature-wise Linear Modulation Marc Brockschmidt 53 138 0 28 Jun 2019
Provably Powerful Graph Networks Haggai Maron Heli Ben-Hamu Hadar Serviansky Y. Lipman 108 578 0 27 May 2019
Graph U-Nets Hongyang Gao Shuiwang Ji AI4CE SSL SSeg GNN 112 1,084 0 11 May 2019
Fast Graph Representation Learning with PyTorch Geometric Matthias Fey J. E. Lenssen 3DH GNN 3DPC 208 4,334 0 06 Mar 2019
Simplifying Graph Convolutional Networks Felix Wu Tianyi Zhang Amauri Souza Christopher Fifty Tao Yu Kilian Q. Weinberger GNN 214 3,168 0 19 Feb 2019
Graph Neural Networks with convolutional ARMA filters F. Bianchi Daniele Grattarola L. Livi Cesare Alippi GNN 65 391 0 05 Jan 2019
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 222 7,623 0 01 Oct 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 434 20,089 0 30 Oct 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 460 15,179 0 07 Jun 2017
Neural Message Passing for Quantum Chemistry Justin Gilmer S. Schoenholz Patrick F. Riley Oriol Vinyals George E. Dahl 522 7,431 0 04 Apr 2017
Modeling Relational Data with Graph Convolutional Networks Michael Schlichtkrull Thomas Kipf Peter Bloem Rianne van den Berg Ivan Titov Max Welling GNN 178 4,807 0 17 Mar 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 585 28,999 0 09 Sep 2016
Gated Graph Sequence Neural Networks Yujia Li Daniel Tarlow Marc Brockschmidt R. Zemel GNN 319 3,279 0 17 Nov 2015