14 citations · 15 across the 8 of their papers we have counts for
5 papers · 1 filter
Universal sampling of spin systems across quenched disorder
Jing Liu, Yeyuan Wu, Ying Tang +1
Statistical physics extracts macroscopic laws by averaging over the many microscopic degrees of freedom of a system. Disordered systems demand a second and far harder average, one…
Nonequilibrium Dynamics of Simple Exclusion Processes Across Dimensions
Zhimao Liu, Jing Liu, Pan Zhang +1
The simple exclusion process (SEP) is a paradigmatic model for nonequilibrium transport, yet its rich dynamics over an exponentially large configuration space remain notoriously in…
Scalable Physics-Inspired Transformers for Spin Glasses
Lu Zhong, Wenli Duan, Jing Liu +2
Efficient sampling of the Boltzmann distribution in frustrated spin glasses is central to statistical mechanics and combinatorial optimization. Despite advances in machine-learning…
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…
Steering Dynamical Regimes of Diffusion Models by Breaking Detailed Balance
Haiqi Lu, Ying Tang
We show that deliberately breaking detailed balance in generative diffusion processes can accelerate the reverse process without changing the stationary distribution. Considering t…