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stochastic gradient hamiltonian monte carlo

9 papers

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Also known as

SGHMC

Co-occurring keywords

bayesian inference (1907) markov chain monte carlo (725) hamiltonian monte carlo (92) stochastic gradient (296) deep gaussian process (38) variational inference (2069) langevin dynamics (128) metropolis-hastings correction (3) bayesian logistic regression (10) nonasymptotic analysis (5)

Papers

Nonasymptotic analysis of Stochastic Gradient Hamiltonian Monte Carlo under local conditions for nonconvex optimization JMLR 2024
Sparse Gaussian Processes Revisited: Bayesian Approaches to Inducing-Variable Approximations AISTATS 2021
Exploration and Estimation for Model Compression ICCV 2021
AMAGOLD: Amortized Metropolis Adjustment for Efficient Stochastic Gradient MCMC AISTATS 2020
Stochastic Gradient Hamiltonian Monte Carlo Methods with Recursive Variance Reduction NIPS 2019
SpHMC: Spectral Hamiltonian Monte Carlo AAAI 2019
Inference in Deep Gaussian Processes using Stochastic Gradient Hamiltonian Monte Carlo NIPS 2018
Bayesian GAN NIPS 2017
Stochastic Gradient Hamiltonian Monte Carlo ICML 2014