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#machine learning Preprint Oct 2026

SALTO: Solver-Anchored Lifted Transfer Operators for Nonlinear Event Inference

Learned dynamical models can accurately predict trajectories while producing unreliable sensitivities when differentiated or transposed, limiting their use in inverse problems and scientific decision-making. Classical adjoints provide exact local derivatives, but a single adjoint cannot represent the nonlinear response...

Qi Wang, R. Foster · 0 citations

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