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Huai-Jin Wang

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#machine learning Apr 2026

Classical and Quantum Speedups for Non-Convex Optimization via Energy Conserving Descent

This work formalizes a stochastic ECD dynamics with energy-preserving noise, as well as a quantum analog of the ECD Hamiltonian (qECD), providing the foundation for a quantum algorithm through Hamiltonian simulation in a tractable model where the barrier-crossing mechanism can be computed explicitly.

Yi-Hang Sun, Huai-Jin Wang, Patrick Hayden et al. · arXiv.org · 0 citations