Author

Ling-Xiao Wang

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Preprint Oct 2026

Jianmu-Q: Bridging Quantum Field Theory and Quantum Hardware with AI Agents

Quantum computing offers a promising approach to non-perturbative simulations of quantum field theories, particularly for real-time dynamics and systems affected by the sign problem. Yet translating continuum field theories into quantum computations remains a challenging interdisciplinary task. Here we introduce \textt...

Xiao-Lin Wang, Xing-Yu Guo, Jin-Yang Li et al. · 0 citations

#machine learning Preprint Sep 2026

Generative Modeling of Stochastic Dynamics for Long-Time Evolution

Exact stochastic equations for non-equilibrium dynamics are rarely accessible. We show that the long-time evolution of stochastic dynamics can be predicted from configuration pairs at a fixed short time lag, without knowledge of the equation of motion. Generative diffusion models learn the finite-time transition kernel...

Yang-Yang Tan, Jin-Yang Li, Ling-Xiao Wang · 0 citations