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Zi-Xuan Shen

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#machine learning Preprint Sep 2026

Where to Compute and How to Interact: Operator-Readable Adaptation with Gauge-Aware Transport

The Gauge-Aware Adaptive Mesh Neural Operator is proposed, requiring an adaptive operator to account for and test why computation is allocated to particular locations and how representations interact under the resulting nonuniform discretization, and establishes sufficient conditions for representation-consistent aggre...

Zi-Xuan Shen, Quan-Xu Wan, Bing-Chuan Wang et al. · 0 citations

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