Author

Zong-Li Lin

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Preprint Jul 2026

Delayed Coupling Restores Ising Phase Dynamics in Physical Oscillator Networks

Oscillator-based Ising machines, in which the phases of coupled self-sustaining oscillators evolve toward decreasing an Ising Hamiltonian, are commonly interpreted as physical realizations of the Ising model. This interpretation, however, requires the phase dynamics generated by the physical oscillator network to match...

Yi Cheng, Liangtao Dai, Mircea R. Stan et al. · 0 citations

Preprint Sep 2026

A Constrained Kuramoto Gradient-Flow System Can Perform High-Accuracy Finite-Time Inference

A central question in physical inference is whether strongly constrained dynamical systems can realize accurate input--output maps through their own finite-time evolution. We study this question in Kuramoto phase networks, whose deterministic dynamics form an input-conditioned gradient flow and whose predictions are re...

Yi Cheng, Zong-Li Lin · 0 citations