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Node Adaptive

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DataFunSummit
DataFunSummit
Jan 14, 2022 · Artificial Intelligence

Graph Attention Multi‑Layer Perceptron (GAMLP) and Node‑Dependent Local Smoothing (NDLS) for Scalable and Flexible Graph Neural Networks

This presentation introduces Tencent Angel Graph's NDLS and GAMLP techniques that address GNN scalability and flexibility by adaptively selecting propagation depth per node, employing node‑wise feature and label propagation with attention mechanisms, and demonstrating superior performance on large‑scale and sparse graph benchmarks.

AttentionDeep LearningGAMLP
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Graph Attention Multi‑Layer Perceptron (GAMLP) and Node‑Dependent Local Smoothing (NDLS) for Scalable and Flexible Graph Neural Networks