On Improving the Cohesiveness of Graphs by Merging Nodes: Formulation, Analysis, and Algorithm

Robust Graph Clustering via Meta Weighting for Noisy Graphs

Robust and Efficient Alignment of Calcium Imaging Data through Simultaneous Low Rank and Sparse Decomposition

Towards Deep Attention in Graph Neural Networks: Problems and Remedies

You’re Not Alone in Battle: Combat Threat Analysis Using Attention Networks and a New Open Benchmark

Feature Distribution on Graph Topology Mediates the Effect of Graph Convolution: Homophily Perspective

FlowerFormer: Empowering Neural Architecture Encoding using a Flow-aware Graph Transformer

HypeBoy: Generative Self-Supervised Representation Learning on Hypergraphs

Self-Guided Robust Graph Structure Refinement

Sign is Not a Remedy: Multiset-to-Multiset Message Passing for Learning on Heterophilic Graphs