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Yuan-Zhe Xi

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#machine learning Preprint Sep 2026

Neural Scaling Laws of Transformer Operator Network

This work develops a theoretical framework for characterizing the approximation and generalization errors of transformer-based operator learning, and derives a universal approximation error of transformer-based operator learning for H\"older-regular operators".

Hao-Ran Yan, Zhong-Jie Shi, Yuan-Zhe Xi et al. · 0 citations
Aug 2026

Degree-Corrected Deep Single Graph Generation

This work introduces a graph generation method that incorporates graph-theoretic principles into the learning process and preserves both global and local characteristics of the input graph while correcting the degree distribution to avoid duplicating the original topology.

Yuliang Ji, Jie Chen, Yuan-Zhe Xi · 0 citations

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