Markov Chain Monte Carlo

Variance Reduction for Non-Log-Concave Sampling with Applications to Inverse Problems UAI 2026 Bayesian Circular Regression with von Mises Quasi-Processes AISTATS 2025 Bayesian Decision Theory on Decision Trees: Uncertainty Evaluation and Interpretability AISTATS 2025 Bayesian Inference in Recurrent Explicit Duration Switching Linear Dynamical Systems AISTATS 2025 Composition and Control with Distilled Energy Diffusion Models and Sequential Monte Carlo AISTATS 2025 Conditioning diffusion models by explicit forward-backward bridging AISTATS 2025 Cost-aware simulation-based inference AISTATS 2025 Diffusion Models as Constrained Samplers for Optimization with Unknown Constraints AISTATS 2025 Disentangling impact of capacity, objective, batchsize, estimators, and step-size on flow VI AISTATS 2025 ELF: Federated Langevin Algorithms with Primal, Dual and Bidirectional Compression UAI 2025 Fast training and sampling of Restricted Boltzmann Machines ICLR 2025 Functional Stochastic Gradient MCMC for Bayesian Neural Networks AISTATS 2025 Function-Space MCMC for Bayesian Wide Neural Networks AISTATS 2025 Geodesic Slice Sampler for Multimodal Distributions with Strong Curvature UAI 2025 Improved Finite-Particle Convergence Rates for Stein Variational Gradient Descent ICLR 2025 Is Gibbs sampling faster than Hamiltonian Monte Carlo on GLMs? AISTATS 2025 Langevin Monte Carlo Beyond Lipschitz Gradient Continuity AAAI 2025 Langevin Soft Actor-Critic: Efficient Exploration through Uncertainty-Driven Critic Learning ICLR 2025 Long-time asymptotics of noisy SVGD outside the population limit ICLR 2025 Non-Equilibrium Dynamics of Hybrid Continuous-Discrete Ground-State Sampling ICLR 2025 On the Convergence of Locally Adaptive and Scalable Diffusion-Based Sampling Methods for Deep Bayesian Neural Network Posteriors AISTATS 2025 Parameter estimation in state space models using particle importance sampling AISTATS 2025 posteriordb: Testing, Benchmarking and Developing Bayesian Inference Algorithms AISTATS 2025 Procedural Synthesis of Synthesizable Molecules ICLR 2025 Provable Benefit of Annealed Langevin Monte Carlo for Non-log-concave Sampling ICLR 2025