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stat.CO2026
Two-Loop Stochastic Mirror Langevin Algorithms for Constrained Sampling
Ruiting Tong, Antik Chakraborty, Raghu Pasupathy
We study the problem of sampling from a target distribution supported on a convex set , when the potential is accessible only th…
stat.CO2025
Exact and Approximate MCMC for Doubly-intractable Probabilistic Graphical Models Leveraging the Underlying Independence Model
Yujie Chen, Antik Chakraborty, Anindya Bhadra
Bayesian inference for doubly-intractable pairwise exponential graphical models typically involves variations of the exchange algorithm or approximate Markov chain Monte Carlo (MCM…