Papers Subgraph Counting - C4
“Subgraph Counting - C4” 태그가 달린 논문 2편 · 필터 해제
Improving Expressivity of Graph Neural Networks using Localization
2023-05-31
· Anant Kumar, Shrutimoy Das, Shubhajit Roy, Binita Maity 외
In this paper, we propose localized versions of Weisfeiler-Leman (WL) algorithms in an effort to both increase the expressivity, as well as decrease the computational overhead. We focus on the specific problem of subgrap…
Subgraph CountingSubgraph Counting - 2 starSubgraph Counting - 3 StarSubgraph Counting - C4+3A Complete Expressiveness Hierarchy for Subgraph GNNs via Subgraph Weisfeiler-Lehman Tests
2023-02-14
· Bohang Zhang, Guhao Feng, Yiheng Du, Di He 외
Recently, subgraph GNNs have emerged as an important direction for developing expressive graph neural networks (GNNs). While numerous architectures have been proposed, so far there is still a limited understanding of how…
Subgraph Counting - 3 StarSubgraph Counting - C4Subgraph Counting - C5Subgraph Counting - C6+2
1–2 / 2