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2203.15913
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Pretraining Graph Neural Networks for few-shot Analog Circuit Modeling and Design
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD), 2022
29 March 2022
Kourosh Hakhamaneshi
Marcel Nassar
Mariano Phielipp
Pieter Abbeel
Vladimir M. Stojanović
AI4CE
GNN
SSL
Re-assign community
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Papers citing
"Pretraining Graph Neural Networks for few-shot Analog Circuit Modeling and Design"
9 / 9 papers shown
ZeroSim: Zero-Shot Analog Circuit Evaluation with Unified Transformer Embeddings
Xiaomeng Yang
Jian Gao
Yanzhi Wang
Xuan Zhang
AI4CE
299
4
0
10 Nov 2025
GraphPPD: Posterior Predictive Modelling for Graph-Level Inference
Soumyasundar Pal
Liheng Ma
Amine Natik
Yingxue Zhang
Mark Coates
UQCV
198
0
0
23 Aug 2025
RF-Informed Graph Neural Networks for Accurate and Data-Efficient Circuit Performance Prediction
Anahita Asadi
Leonid Popryho
Inna Partin-Vaisband
182
0
0
22 Aug 2025
FALCON: An ML Framework for Fully Automated Layout-Constrained Analog Circuit Design
Asal Mehradfar
Xuzhe Zhao
Yilun Huang
Emir Ceyani
Yankai Yang
Shihao Han
Hamidreza Aghasi
Salman Avestimehr
236
6
0
28 May 2025
DICE: Device-level Integrated Circuits Encoder with Graph Contrastive Pretraining
Sungyoung Lee
Liang Luo
Seunggeun Kim
Taekyun Lee
Yao Lai
David Z. Pan
SSL
GNN
463
0
0
13 Feb 2025
GraCo -- A Graph Composer for Integrated Circuits
Stefan Uhlich
Andrea Bonetti
Arun Venkitaraman
Ali Momeni
Ryoga Matsuo
Chia-Yu Hsieh
Eisaku Ohbuchi
Lorenzo Servadei
GNN
490
2
0
21 Nov 2024
Graph Attention-Based Symmetry Constraint Extraction for Analog Circuits
Qi Xu
Lijie Wang
Jing Wang
Lin Cheng
Song Chen
Yi Kang
322
10
0
22 Dec 2023
CktGNN: Circuit Graph Neural Network for Electronic Design Automation
International Conference on Learning Representations (ICLR), 2023
Zehao Dong
Weidong Cao
Muhan Zhang
Dacheng Tao
Yixin Chen
Xuan Zhang
GNN
346
75
0
31 Aug 2023
DeeperGCN: All You Need to Train Deeper GCNs
Guohao Li
Chenxin Xiong
Ali K. Thabet
Guohao Li
GNN
642
505
0
13 Jun 2020
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