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Suyuan Huang

2 accepted papers

2025

$S^2$FGL: Spatial Spectral Federated Graph Learning

ICML 2025poster

Federated Graph Learning (FGL) combines the privacy-preserving capabilities of federated learning (FL) with the strong graph modeling capability of Graph Neural Networks (GNNs). Current research addresses subgraph-FL only from the structural perspective, neglecting the propagation of graph signals o…

2024

Vript: A Video Is Worth Thousands of Words

NeurIPS 2024poster

Advancements in multimodal learning, particularly in video understanding and generation, require high-quality video-text datasets for improved model performance. Vript addresses this issue with a meticulously annotated corpus of 12K high-resolution videos, offering detailed, dense, and script-like c…