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gcn

3 papers

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label smoothness assumption (1) out of gcn's control nodes (ooc nodes) (1) lightweight (1) positive pairs weights (1) gatedgcn (1) gin (1) dagcn (1) performance (1) gnns (1) graph-level task (1)

Papers

Can Classic GNNs Be Strong Baselines for Graph-level Tasks? Simple Architectures Meet Excellence ICML 2025 ML$^2$-GCL: Manifold Learning Inspired Lightweight Graph Contrastive Learning ICML 2025 On Which Nodes Does GCN Fail? Enhancing GCN From the Node Perspective ICML 2024