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most citedLie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups

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math.DS2025

When is a System Discoverable from Data? Discovery Requires Chaos

Zakhar Shumaylov, Peter Zaika, Philipp Scholl +3

The deep learning revolution has enabled major AI advances in physical sciences, particularly in discovering dynamical systems from observational data. Yet the reliability of learn…