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#artificial intelligence Preprint Oct 2026

SPLICE: Sparse Physics Library Identification and Compositional Expansion

Neural operator splitting composes a library of neural operators, one per physical mechanism, into zero-shot simulators of new equations. Existing approaches, however, require these mechanisms and their labels to be specified in advance. We ask whether a pretrained library can instead be adapted and grown from unlabele...

Lucas Thil, Jesse Read, G. Doquet et al. · 0 citations

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