Author

Rahul Bandyopadhyay

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Jul 2026

Provable learning separation for predicting time-evolution of quantum many-body systems

The results demonstrate a rigorous learning separation for a natural ML task based on Hamiltonian evolution, while building connections between quantum learning theory, quantum simulation, and QML.

Rahul Bandyopadhyay, Riccardo Molteni, Jens Eisert et al. · arXiv.org · 1 citation