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Sheng-Yang Xu

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#machine learning Preprint Sep 2026

MENO: Memory-Efficient Neural Operator

We propose the Memory-Efficient Neural Operator (MENO) as a high-performance PDE neural solver based on the Manifold Function Encoder (MFE). MENO features three primary advantages: (1) MENO has a significantly smaller memory footprint and much faster training speed than other popular architectures, with the memory foot...

Sheng-Yang Xu, Wei-Jun Zhang, Jun Hu et al. · 0 citations