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hamiltonian monte carlo

92 papers

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Also known as

HMC

Co-occurring keywords

markov chain monte carlo (725) bayesian inference (1907) stochastic gradient (296) stochastic process (388) posterior distribution (259) variational inference (2069) bayesian neural network (201) mcmc sampling (70) sampling method (109) sampling algorithm (130)

Papers

Stochastic Gradient Hamiltonian Monte Carlo Methods with Recursive Variance Reduction NIPS 2019
SpHMC: Spectral Hamiltonian Monte Carlo AAAI 2019
Mixing of Hamiltonian Monte Carlo on strongly log-concave distributions 2: Numerical integrators AISTATS 2019
LF-PPL: A Low-Level First Order Probabilistic Programming Language for Non-Differentiable Models AISTATS 2019
Exponential Family Estimation via Adversarial Dynamics Embedding NIPS 2019
Underdamped Langevin MCMC: A non-asymptotic analysis COLT 2018
Bayesian Tactile Exploration for Compliant Docking With Uncertain Shapes RSS 2018
A Spectral Approach to Gradient Estimation for Implicit Distributions ICML 2018
Dimensionally Tight Bounds for Second-Order Hamiltonian Monte Carlo NIPS 2018
Hamiltonian Variational Auto-Encoder NIPS 2018
Thermostat-assisted continuously-tempered Hamiltonian Monte Carlo for Bayesian learning NIPS 2018
Efficient and principled score estimation with Nyström kernel exponential families AISTATS 2018
Turing: A Language for Flexible Probabilistic Inference AISTATS 2018
Magnetic Hamiltonian Monte Carlo ICML 2017
Relativistic Monte Carlo AISTATS 2017
Probabilistic Path Hamiltonian Monte Carlo ICML 2017
Adaptive Bayesian Sampling with Monte Carlo EM NIPS 2017
Asymptotically exact inference in differentiable generative models AISTATS 2017
Slice Sampling on Hamiltonian Trajectories ICML 2016
Non-Stationary Gaussian Process Regression with Hamiltonian Monte Carlo AISTATS 2016
Towards Unifying Hamiltonian Monte Carlo and Slice Sampling NIPS 2016
Bayesian Optimization with Robust Bayesian Neural Networks NIPS 2016
Exponential Integration for Hamiltonian Monte Carlo ICML 2015
Reflection, Refraction, and Hamiltonian Monte Carlo NIPS 2015
Gradient-free Hamiltonian Monte Carlo with Efficient Kernel Exponential Families NIPS 2015