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hamiltonian monte carlo

108 papers

HMC

Papers

The Within-Orbit Adaptive Leapfrog No-U-Turn Sampler JMLR 2026 Disentangling impact of capacity, objective, batchsize, estimators, and step-size on flow VI AISTATS 2025 Is Gibbs sampling faster than Hamiltonian Monte Carlo on GLMs? AISTATS 2025 Outlier Synthesis via Hamiltonian Monte Carlo for Out-of-Distribution Detection ICLR 2025 Quantifying the Effectiveness of Linear Preconditioning in Markov Chain Monte Carlo JMLR 2025 Sampling From Multiscale Densities With Delayed Rejection Generalized Hamiltonian Monte Carlo AISTATS 2025 A Study of Bayesian Neural Network Surrogates for Bayesian Optimization ICLR 2024 Direct Amortized Likelihood Ratio Estimation AAAI 2024 Geometric No-U-Turn Samplers: Concepts and Evaluation PGM 2024 Hamiltonian Monte Carlo for efficient Gaussian sampling: long and random steps JMLR 2024 Hamiltonian Monte Carlo Inference of Marginalized Linear Mixed-Effects Models NeurIPS 2024 Hamiltonian Monte Carlo on ReLU Neural Networks is Inefficient NeurIPS 2024 Piecewise deterministic generative models NeurIPS 2024 Practical Hamiltonian Monte Carlo on Riemannian Manifolds via Relativity Theory ICML 2024 Sampling Polytopes with Riemannian HMC: Faster Mixing via the Lewis Weights Barrier COLT 2024 Walking the Values in Bayesian Inverse Reinforcement Learning UAI 2024 Accelerating Hamiltonian Monte Carlo via Chebyshev Integration Time ICLR 2023 Adaptive Tuning for Metropolis Adjusted Langevin Trajectories AISTATS 2023 Automatically marginalized MCMC in probabilistic programming ICML 2023 Bayesian Calibration of Imperfect Computer Models using Physics-Informed Priors JMLR 2023 FlowPG: Action-constrained Policy Gradient with Normalizing Flows NeurIPS 2023 Folded Hamiltonian Monte Carlo for Bayesian Generative Adversarial Networks ACML 2023 Free-Form Variational Inference for Gaussian Process State-Space Models ICML 2023 Microcanonical Hamiltonian Monte Carlo JMLR 2023 Model-based Validation as Probabilistic Inference L4DC 2023