Yuankai Luo

SimGFM: Simplifying Discrete Flow Matching for Graph Generation

Node Identifiers: Compact, Discrete Representations for Efficient Graph Learning

Beyond Random Masking: When Dropout meets Graph Convolutional Networks

Can Classic GNNs Be Strong Baselines for Graph-level Tasks? Simple Architectures Meet Excellence