Markov Chain Monte Carlo

Zeroth-Order Sampling Methods for Non-Log-Concave Distributions: Alleviating Metastability by Denoising Diffusion NeurIPS 2024 Accelerating Hamiltonian Monte Carlo via Chebyshev Integration Time ICLR 2023 A Dynamical System View of Langevin-Based Non-Convex Sampling NeurIPS 2023 Algorithmic Aspects of the Log-Laplace Transform and a Non-Euclidean Proximal Sampler COLT 2023 Any-scale Balanced Samplers for Discrete Space ICLR 2023 Folded Hamiltonian Monte Carlo for Bayesian Generative Adversarial Networks ACML 2023 GRASMOS: Graph Signage Model Selection for Gene Regulatory Networks AAAI 2023 Improved dimension dependence of a proximal algorithm for sampling COLT 2023 Improved Discretization Analysis for Underdamped Langevin Monte Carlo COLT 2023 Improving multiple-try Metropolis with local balancing JMLR 2023 Kernel Stein Discrepancy thinning: a theoretical perspective of pathologies and a practical fix with regularization NeurIPS 2023 Learning Energy-based Model via Dual-MCMC Teaching NeurIPS 2023 On a Class of Gibbs Sampling over Networks COLT 2023 Preferential Subsampling for Stochastic Gradient Langevin Dynamics AISTATS 2023 Reinforcement Causal Structure Learning on Order Graph AAAI 2023 Resolving the Mixing Time of the Langevin Algorithm to its Stationary Distribution for Log-Concave Sampling COLT 2023 Rethinking skip connection model as a learnable Markov chain ICLR 2023 Statistical Guarantees for Consensus Clustering ICLR 2023 Structure Learning with Adaptive Random Neighborhood Informed MCMC NeurIPS 2023 Towards a Complete Analysis of Langevin Monte Carlo: Beyond Poincaré Inequality COLT 2023 Unbiased constrained sampling with Self-Concordant Barrier Hamiltonian Monte Carlo NeurIPS 2023 Unbiased Multilevel Monte Carlo Methods for Intractable Distributions: MLMC Meets MCMC JMLR 2023 Universality of Langevin Diffusion for Private Optimization, with Applications to Sampling from Rashomon Sets COLT 2023 Utilising the CLT Structure in Stochastic Gradient based Sampling : Improved Analysis and Faster Algorithms COLT 2023 Analysis of Langevin Monte Carlo from Poincare to Log-Sobolev COLT 2022