most citedSINDyG: Sparse Identification of Nonlinear Dynamical Systems from Graph-Structured Data, with Applications to Stuart-Landau Oscillator Networks

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cs.LG2026

Discovery of Nonlinear Dynamics with Automated Basis Function Generation

Mohammad Amin Basiri, Charles Nicholson

Discovering governing equations from observational data remains a fundamental challenge in scientific modeling, particularly when the underlying mathematical structure is unknown.…