Enhancing Gradient-based Discrete Sampling via Parallel Tempering

Luxu Liang, Yuhang Jia, Feng Zhou

While gradient-based discrete samplers are effective in sampling from complex distributions, they are susceptible to getting trapped in local minima, particularly in high-dimension…