Graph Neural Architecture Search

Graph Neural Architecture Search (GNAS) automates the design of efficient and effective Graph Neural Networks (GNNs), aiming to overcome the limitations of manual design. Current research focuses on developing hardware-aware GNAS methods for resource-constrained environments like edge devices, exploring unsupervised search techniques to handle unlabeled data, and employing novel search strategies such as evolutionary algorithms and even leveraging large language models like GPT-4 to guide the process. These advancements are significant because they accelerate the development of GNNs tailored to specific hardware and data characteristics, leading to improved performance and wider applicability in various domains, including molecular property prediction and vision-based applications.

Papers

August 23, 2024

HGNAS: Hardware-Aware Graph Neural Architecture Search for Edge Devices
Ao Zhou, Jianlei Yang, Yingjie Qi, Tong Qiao, Yumeng Shi, Cenlin Duan, Weisheng Zhao, Chunming Hu
Edge Device Memory Efficient GNN Training GNN Framework Hardware Aware Graph Neural Architecture Search

June 24, 2024

Towards Lightweight Graph Neural Network Search with Curriculum Graph Sparsification
Beini Xie, Heng Chang, Ziwei Zhang, Zeyang Zhang, Simin Wu, Xin Wang, Yuan Meng, Wenwu Zhu
Graph Convolutional Network Graph Sparsification Graph Neural Architecture Search

March 8, 2024

Unsupervised Graph Neural Architecture Search with Disentangled Self-supervision
Zeyang Zhang, Xin Wang, Ziwei Zhang, Guangyao Shen, Shiqi Shen, Wenwu Zhu
Neural Architecture Search Unsupervised Graph Graph Neural Architecture Search

September 30, 2023

Graph Neural Architecture Search with GPT-4
Haishuai Wang, Yang Gao, Xin Zheng, Peng Zhang, Hongyang Chen, Jiajun Bu, Philip S. Yu
Neural Architecture GPT 4 Graph Neural Architecture Search

July 19, 2023

Uncertainty Quantification for Molecular Property Predictions with Graph Neural Architecture Search
Shengli Jiang, Shiyi Qin, Reid C. Van Lehn, Prasanna Balaprakash, Victor M. Zavala
Graph Neural Network Uncertainty Quantification Molecular Property Prediction Graph Neural Architecture Search Molecular Functionality

July 16, 2023

MaGNAS: A Mapping-Aware Graph Neural Architecture Search Framework for Heterogeneous MPSoC Deployment
Mohanad Odema, Halima Bouzidi, Hamza Ouarnoughi, Smail Niar, Mohammad Abdullah Al Faruque
Graph Neural Network DNN Accelerator DNN Workload Graph Neural Architecture Search Heterogeneous System on Chip

May 23, 2023

Do Not Train It: A Linear Neural Architecture Search of Graph Neural Networks
Peng Xu, Lin Zhang, Xuanzhou Liu, Jiaqi Sun, Yue Zhao, Haiqin Yang, Bei Yu
Graph Neural Network Neural Architecture Search Neural Architecture GNN Architecture Graph Neural Architecture Search

March 20, 2023

Hardware-Aware Graph Neural Network Automated Design for Edge Computing Platforms
Ao Zhou, Jianlei Yang, Yingjie Qi, Yumeng Shi, Tong Qiao, Weisheng Zhao, Chunming Hu
GNN Architecture GNN Based Graph Neural Architecture Search Edge Platform

July 13, 2022

Graph Property Prediction on Open Graph Benchmark: A Winning Solution by Graph Neural Architecture Search
Xu Wang, Huan Zhao, Lanning Wei, Quanming Yao
Solution Path Graph Classification Molecular Graph Open Graph Benchmark Graph Neural Architecture Search Graph Classification Benchmark Graph Property Prediction Protein Graph GNN Topology Design

June 18, 2022

NAS-Bench-Graph: Benchmarking Graph Neural Architecture Search
Yijian Qin, Ziwei Zhang, Xin Wang, Zeyang Zhang, Wenwu Zhu
Graph Neural Network Neural Architecture Search Graph Datasets Graph Neural Architecture Search Na Method

June 17, 2022

DFG-NAS: Deep and Flexible Graph Neural Architecture Search
Wentao Zhang, Zheyu Lin, Yu Shen, Yang Li, Zhi Yang, Bin Cui
Graph Neural Network Neural Architecture Search Graph Neural Architecture Search Specific GNN

March 1, 2022

PaSca: a Graph Neural Architecture Search System under the Scalable Paradigm
Wentao Zhang, Yu Shen, Zheyu Lin, Yang Li, Xiaosen Li, Wen Ouyang, Yangyu Tao, Zhi Yang, Bin Cui
Graph Neural Network Scalable Approach Graph Neural Architecture Search Scalable Graph Neural Network Scalable GNN Specific GNN

December 15, 2021

Network Graph Based Neural Architecture Search
Zhenhan Huang, Chunheng Jiang, Pin-Yu Chen, Jianxi Gao
Neural Architecture Search Neural Architecture Graph Feature Efficient Architecture Graph Neural Architecture Search