Author

Li Feng

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Aug 2026

Controlling representation evolution in deep graph neural networks.

The Stable Reaction-Diffusion encoder (SRD) provides a trajectory-stabilizing forward evolution mechanism that explicitly controls propagation drift and finite-depth sensitivity, rather than simply stacking additional message-passing layers.

Jiajun Lin, Yuxin Tian, Li Feng et al. · Neural Networks · 0 citations