DeepGate2: Functionality-Aware Circuit Representation Learning

DeepGate2: Functionality-Aware Circuit Representation Learning

25 May 2023

Yi Liu

Papers citing "DeepGate2: Functionality-Aware Circuit Representation Learning"

16 / 16 papers shown

Title
GenEDA: Unleashing Generative Reasoning on Netlist via Multimodal Encoder-Decoder Aligned Foundation Model Wenji Fang Jing Wang Yao Lu Shang Liu Zhiyao Xie AI4CE 36 1 0 13 Apr 2025
NetTAG: A Multimodal RTL-and-Layout-Aligned Netlist Foundation Model via Text-Attributed Graph Wenji Fang Wenkai Li Shang Liu Yao Lu Hongce Zhang Zhiyao Xie 32 1 0 12 Apr 2025
Learning Library Cell Representations in Vector Space Rongjian Liang Yi-Chen Lu Wen-Hao Liu Haoxing Ren SSL 3DV 48 0 0 28 Mar 2025
DeepCircuitX: A Comprehensive Repository-Level Dataset for RTL Code Understanding, Generation, and PPA Analysis Z. Li Changran Xu Zhengyuan Shi Zedong Peng Yi Liu ... X. Wang Jieru Zhao Zhufei Chu X. J. Yang Qiang Xu 54 3 0 25 Feb 2025
Circuit Representation Learning with Masked Gate Modeling and Verilog-AIG Alignment Haoyuan Wu Haisheng Zheng Yuan Pu Bei Yu 61 1 0 18 Feb 2025
Self-Supervised Graph Contrastive Pretraining for Device-level Integrated Circuits Sungyoung Lee Z. Wang Seunggeun Kim Taekyun Lee David Z. Pan SSL GNN 78 0 0 13 Feb 2025
DeepGate4: Efficient and Effective Representation Learning for Circuit Design at Scale Ziyang Zheng Shan Huang Jianyuan Zhong Zhengyuan Shi Guohao Dai Ningyi Xu Qiang Xu GNN 89 2 0 02 Feb 2025
DeepSeq2: Enhanced Sequential Circuit Learning with Disentangled Representations Sadaf Khan Zhengyuan Shi Ziyang Zheng Min Li Qiang Xu 58 1 0 01 Nov 2024
Logic Synthesis Optimization with Predictive Self-Supervision via Causal Transformers Raika Karimi Faezeh Faez Yingxue Zhang Xing Li Lei Chen M. Yuan Mahdi Biparva 54 0 0 16 Sep 2024
DeepGate3: Towards Scalable Circuit Representation Learning Zhengyuan Shi Ziyang Zheng Sadaf Khan Jianyuan Zhong Min Li Qiang Xu GNN AI4CE 36 8 0 15 Jul 2024
VerilogReader: LLM-Aided Hardware Test Generation Ruiyang Ma Yuxin Yang Ziqian Liu Jiaxi Zhang Min Li Junhua Huang Guojie Luo 36 11 0 03 Jun 2024
Retrieval-Guided Reinforcement Learning for Boolean Circuit Minimization A. B. Chowdhury Marco Romanelli Benjamin Tan Ramesh Karri Siddharth Garg 64 7 0 22 Jan 2024
LLM4EDA: Emerging Progress in Large Language Models for Electronic Design Automation Ruizhe Zhong Xingbo Du Shixiong Kai Zhentao Tang Siyuan Xu Hui-Ling Zhen Jianye Hao Qiang Xu M. Yuan Junchi Yan 31 33 0 28 Dec 2023
Verilog-to-PyG -- A Framework for Graph Learning and Augmentation on RTL Designs Yingjie Li Mingju Liu Alan Mishchenko Cunxi Yu 37 6 0 09 Nov 2023
DeepSeq: Deep Sequential Circuit Learning Sadaf Khan Zhengyuan Shi Min Li Qiang Xu GNN 31 8 0 27 Feb 2023
TAG: Learning Circuit Spatial Embedding From Layouts Keren Zhu Hao Chen Walker J. Turner George Kokai Po-Hsuan Wei D. Pan Haoxing Ren 23 13 0 07 Sep 2022