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Author

Philip S. Yu

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#machine learning Preprint Oct 2026

Stability-Shaped Deep Graph Learning

A unified, mode-wise stability framework for deep GNN propagation that provides a principled characterization of over-smoothing is developed and Stability-Shaped Deep Graph Learning (SDGL) is proposed to mitigate over-smoothing in deep GNNs.

Jun-You Zhu, Lang-Zhou He, Fen-Ying Cai et al. · 0 citations
Preprint Aug 2026

When Do Corrective Features Help? An Agent for Corrective Feature Discovery on Black-Box Forecasters

This work presents CRAFTER (Corrective Residual Agent with Feature-based Temporal Exploration and Reasoning), which keeps the backbone frozen and mines its residual with two complementary generators: a compositional search over the raw input channels, and a large language model that proposes named feature combinations,...

Fangxin Wang, Ziyi Zhang, Di-Yi Zhuang et al. · 0 citations

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