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

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

18 January 2022

ArXiv (abs)PDF HTML

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

16 / 16 papers shown

Title
State Space Models over Directed Graphs Junzhi She Xunkai Li Rong-Hua Li Guoren Wang 36 0 0 17 Sep 2025
ForgeHLS: A Large-Scale, Open-Source Dataset for High-Level Synthesis Zedong Peng Zeju Li Mingzhe Gao Qiang Xu Chen Zhang Jieru Zhao 3DV 72 0 0 04 Jul 2025
LLM-DSE: Searching Accelerator Parameters with LLM Agents Hanyu Wang Xinrui Wu Zijian Ding Su Zheng Chengyue Wang Tony Nowatzki Yizhou Sun Jason Cong 176 1 0 18 May 2025
Machine Learning Framework for Early Power, Performance, and Area Estimation of RTL Anindita Chattopadhyay Vijay Kumar Sutrakar 62 0 0 22 Feb 2025
LayerDAG: A Layerwise Autoregressive Diffusion Model for Directed Acyclic Graph Generation Mufei Li Viraj Shitole Eli Chien Changhai Man Zhaodong Wang Srinivas Sridharan Ying Zhang Tushar Krishna P. Li 172 4 0 04 Nov 2024
Hierarchical Mixture of Experts: Generalizable Learning for High-Level Synthesis Weikai Li Ding Wang Zijian Ding Atefeh Sohrabizadeh Zongyue Qin Jason Cong Yizhou Sun 185 5 0 25 Oct 2024
A Benchmark on Directed Graph Representation Learning in Hardware Designs Haoyu Wang Yinan Huang Nan Wu Pan Li OOD 188 1 0 09 Oct 2024
Learning to Compare Hardware Designs for High-Level Synthesis Yunsheng Bai Atefeh Sohrabizadeh Zijian Ding Rongjian Liang Weikai Li Ding Wang Haoxing Ren Luke Huan Jason Cong 265 5 0 20 Sep 2024
Cross-Modality Program Representation Learning for Electronic Design Automation with High-Level Synthesis Zongyue Qin Yunsheng Bai Atefeh Sohrabizadeh Zijian Ding Ziniu Hu Yizhou Sun Jason Cong 146 5 0 13 Jun 2024
HyScale-GNN: A Scalable Hybrid GNN Training System on Single-Node Heterogeneous Architecture Yi-Chien Lin Viktor Prasanna GNN 103 7 0 01 Mar 2023
HLSDataset: Open-Source Dataset for ML-Assisted FPGA Design using High Level Synthesis Zhigang Wei Aman Arora Ruihao Li L. John 92 11 0 17 Feb 2023
Graph Neural Networks: A Powerful and Versatile Tool for Advancing Design, Reliability, and Security of ICs Lilas Alrahis J. Knechtel Ozgur Sinanoglu GNN AI4CE 114 27 0 29 Nov 2022
TAG: Learning Circuit Spatial Embedding From Layouts Keren Zhu Hao Chen Walker J. Turner George Kokai Po-Hsuan Wei David Z. Pan Haoxing Ren 86 16 0 07 Sep 2022
Unsupervised Learning for Combinatorial Optimization with Principled Objective Relaxation Haoyu Wang Nan Wu Hang Yang Cong Hao Pan Li 184 35 0 13 Jul 2022
A Survey and Perspective on Artificial Intelligence for Security-Aware Electronic Design Automation D. Koblah R. Acharya Daniel Capecci Olivia P. Dizon-Paradis Shahin Tajik F. Ganji D. Woodard Domenic Forte 117 16 0 19 Apr 2022
LOSTIN: Logic Optimization via Spatio-Temporal Information with Hybrid Graph Models Nan Wu Jiwon Lee Yuan Xie Cong Hao 99 20 0 20 Jan 2022