Logic Synthesis Optimization with Predictive Self-Supervision via Causal Transformers

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Logic Synthesis Optimization with Predictive Self-Supervision via Causal Transformers

16 September 2024

Yingxue Zhang

Lei Chen

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Papers citing "Logic Synthesis Optimization with Predictive Self-Supervision via Causal Transformers"

12 / 12 papers shown

Title
Retrieval-Guided Reinforcement Learning for Boolean Circuit Minimization A. B. Chowdhury Marco Romanelli Benjamin Tan Ramesh Karri Siddharth Garg 83 10 0 22 Jan 2024
Verilog-to-PyG -- A Framework for Graph Learning and Augmentation on RTL Designs Yingjie Li Mingju Liu Alan Mishchenko Cunxi Yu 42 6 0 09 Nov 2023
DeepGate2: Functionality-Aware Circuit Representation Learning Zhengyuan Shi Hongyang Pan Sadaf Khan Min Li Yi Liu Junhua Huang Hui-Ling Zhen Mingxuan Yuan Zhufei Chu Qiang Xu 62 35 0 25 May 2023
LOSTIN: Logic Optimization via Spatio-Temporal Information with Hybrid Graph Models Nan Wu Jiwon Lee Yuan Xie Cong Hao 48 18 0 20 Jan 2022
Generalizable Cross-Graph Embedding for GNN-based Congestion Prediction Amur Ghose Vincent Zhang Yingxue Zhang Dong Li Wulong Liu Mark Coates 70 28 0 10 Nov 2021
OpenABC-D: A Large-Scale Dataset For Machine Learning Guided Integrated Circuit Synthesis A. B. Chowdhury Benjamin Tan Ramesh Karri S. Garg 84 38 0 21 Oct 2021
Self-supervised Learning on Graphs: Contrastive, Generative,or Predictive Lirong Wu Haitao Lin Zhangyang Gao Cheng Tan Stan.Z.Li SSL 71 254 0 16 May 2021
Graph Self-Supervised Learning: A Survey Yixin Liu Ming Jin Shirui Pan Chuan Zhou Yu Zheng Xiwei Xu Philip S. Yu SSL 105 571 0 27 Feb 2021
Directed Acyclic Graph Neural Networks Veronika Thost Jie Chen GNN AI4CE 79 109 0 20 Jan 2021
Machine Learning for Electronic Design Automation: A Survey Guyue Huang Jingbo Hu Yifan He Jialong Liu Mingyuan Ma ... Yuzhe Ma Haoyu Yang Bei Yu Huazhong Yang Yu Wang 63 236 0 10 Jan 2021
DRiLLS: Deep Reinforcement Learning for Logic Synthesis Abdelrahman I. Hosny S. Hashemi M. Shalan Sherief Reda 86 113 0 11 Nov 2019
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 722 132,199 0 12 Jun 2017