3 papers
quant-ph2026
Quantum Flow Matching
Zidong Cui, Pan Zhang, Ying Tang
The flow matching has rapidly become a dominant paradigm in classical generative modeling, offering an efficient way to interpolate between two complex distributions. We extend thi…
cond-mat.stat-mech2026
Irreversibility Enhances Quantum-Enhanced Markov-Chain Monte Carlo
Kefan Cao, Zidong Cui, Lei Wang +1
Detailed balance underlies conventional Markov-chain Monte Carlo (MCMC) algorithms. Yet in classical systems, breaking detailed balance generates irreversible probability currents…
cond-mat.stat-mech2026
Canonical Criterion for Third-Order Transitions
Fangfang Wang, Wei Liu, Kai Qi +3
Microcanonical inflection-point analysis (MIPA) identifies third-order transitions from derivatives of the microcanonical entropy, but whether such transitions admit a direct canon…