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Author

Bing-Chuan Wang

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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
Jul 2026

Pareto Set Prediction Assisted Bilevel Bi-objective Optimization

This work proposes to reduce this expense by predicting the lower level Pareto set for a candidate upper level solution directly, in lieu of performing optimization from scratch, which is competitive across a range of problems, including both deceptive and non-deceptive problems.

Bing-chuan Wang, H. Singh, Tapabrata Ray · 0 citations

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