26 citations · 82 across the 35 of their papers we have counts for
4 papers · 1 filter
NAS-Bench-Graph: Benchmarking Graph Neural Architecture Search
Yijian Qin, Ziwei Zhang, Xin Wang +2
Graph neural architecture search (GraphNAS) has recently aroused considerable attention in both academia and industry. However, two key challenges seriously hinder the further rese…
Learning to Solve Travelling Salesman Problem with Hardness-adaptive Curriculum
Zeyang Zhang, Ziwei Zhang, Xin Wang +1
Various neural network models have been proposed to tackle combinatorial optimization problems such as the travelling salesman problem (TSP). Existing learning-based TSP methods ad…
Out-Of-Distribution Generalization on Graphs: A Survey
Haoyang Li, Xin Wang, Ziwei Zhang +1
Graph machine learning has been extensively studied in both academia and industry. Although booming with a vast number of emerging methods and techniques, most of the literature is…
Automated Graph Machine Learning: Approaches, Libraries, Benchmarks and Directions
Xin Wang, Ziwei Zhang, Haoyang Li +1
Graph machine learning has been extensively studied in both academic and industry. However, as the literature on graph learning booms with a vast number of emerging methods and tec…