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P. Hassanzadeh

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Preprint Aug 2026

Eigenanalysis framework for autoregressive neural emulators of multi-scale chaotic dynamics

An eigenanalysis framework is developed that reveals the dynamical origin of inference-time error growth and introduces a stability-promoting loss that explicitly regularizes Jacobian-driven error amplification, improving both forecast accuracy and dynamical robustness.

C. Ainslie, P. Hassanzadeh, Michael W. Mahoney et al. · 0 citations