Markov Chain Monte Carlo

Provable Convergence and Limitations of Geometric Tempering for Langevin Dynamics ICLR 2025 Provable Convergence Bounds for Hybrid Dynamical Sampling and Optimization ICLR 2025 Proximal Interacting Particle Langevin Algorithms UAI 2025 Proximal Sampler with Adaptive Step Size AISTATS 2025 Reinforcement Learning for Adaptive MCMC AISTATS 2025 Robust Optimization with Diffusion Models for Green Security UAI 2025 Sampling from Bayesian Neural Network Posteriors with Symmetric Minibatch Splitting Langevin Dynamics AISTATS 2025 Sampling From Multiscale Densities With Delayed Rejection Generalized Hamiltonian Monte Carlo AISTATS 2025 Scalability Enhancement and Data-Heterogeneity Awareness in Gradient Tracking based Decentralized Bayesian Learning L4DC 2025 Sequential Controlled Langevin Diffusions ICLR 2025 Tamed Langevin sampling under weaker conditions AISTATS 2025 Tuning-Free Coreset Markov Chain Monte Carlo via Hot DoG UAI 2025 Variational Combinatorial Sequential Monte Carlo for Bayesian Phylogenetics in Hyperbolic Space AISTATS 2025 Variational Learning of Gaussian Process Latent Variable Models through Stochastic Gradient Annealed Importance Sampling UAI 2025 3D Gaussian Splatting as Markov Chain Monte Carlo NeurIPS 2024 Accelerated Sampling with Stacked Restricted Boltzmann Machines ICLR 2024 A Generalized Bayesian Approach to Distribution-on-Distribution Regression UAI 2024 Bayesian Bi-clustering of Neural Spiking Activity with Latent Structures ICLR 2024 Bayesian Pseudo-Coresets via Contrastive Divergence UAI 2024 Causal Structure Learning With Momentum: Sampling Distributions Over Markov Equivalence Classes PGM 2024 Chain of Log-Concave Markov Chains ICLR 2024 Constrained Sampling with Primal-Dual Langevin Monte Carlo NeurIPS 2024 Contraction of Markovian Operators in Orlicz Spaces and Error Bounds for Markov Chain Monte Carlo (Extended Abstract) COLT 2024 Convergence of Kinetic Langevin Monte Carlo on Lie groups COLT 2024 Deep Learning for Computing Convergence Rates of Markov Chains NeurIPS 2024