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cs.LG2025
Graph Generation with Spectral Geodesic Flow Matching
Xikun Huang, Tianyu Ruan, Chihao Zhang +1
Graph generation is a fundamental task with wide applications in modeling complex systems. Although existing methods align the spectrum or degree profile of the target graph, they…
cs.LG2025
Feature Dynamics as Implicit Data Augmentation: A Depth-Decomposed View on Deep Neural Network Generalization
Tianyu Ruan, Kuo Gai, Shihua Zhang
Why do deep networks generalize well? In contrast to classical generalization theory, we approach this fundamental question by examining not only inputs and outputs, but the evolut…