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stat.ML2025
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…
stat.ML2024
Is Score Matching Suitable for Estimating Point Processes?
Haoqun Cao, Zizhuo Meng, Tianjun Ke +1
Score matching estimators have gained widespread attention in recent years partly because they are free from calculating the integral of normalizing constant, thereby addressing th…