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stein variational gradient descent

49 papers

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Also known as

SVGD

Co-occurring keywords

variational inference (2069) bayesian inference (1907) particle method (17) kernel methods (1097) particle-based inference (9) kl divergence (196) markov chain monte carlo (725) kernelized stein discrepancy (12) kernel stein discrepancy (17) wasserstein gradient flow (35)

Papers

Implicit Generative Modeling for Efficient Exploration ICML 2020
Variance Reduction and Quasi-Newton for Particle-Based Variational Inference ICML 2020
Projected Stein Variational Gradient Descent NIPS 2020
SVGD as a kernelized Wasserstein gradient flow of the chi-squared divergence NIPS 2020
Harnessing Distribution Ratio Estimators for Learning Agents with Quality and Diversity CORL 2020
Stein Variational Inference for Discrete Distributions AISTATS 2020
A Non-Asymptotic Analysis for Stein Variational Gradient Descent NIPS 2020
Stochastic Stein Discrepancies NIPS 2020
Learning Manifold Implicitly via Explicit Heat-Kernel Learning NIPS 2020
Variance Reduction in Stochastic Particle-Optimization Sampling ICML 2020
Quantile Stein Variational Gradient Descent for Batch Bayesian Optimization ICML 2019
Stein Variational Gradient Descent With Matrix-Valued Kernels NIPS 2019
Bayesian Posterior Approximation via Greedy Particle Optimization AAAI 2019
Self-Adversarially Learned Bayesian Sampling AAAI 2019
Nonlinear Stein Variational Gradient Descent for Learning Diversified Mixture Models ICML 2019
Stein Variational Gradient Descent as Moment Matching NIPS 2018
Stein Variational Message Passing for Continuous Graphical Models ICML 2018
A Stein variational Newton method NIPS 2018
Message Passing Stein Variational Gradient Descent ICML 2018
Stein Variational Gradient Descent Without Gradient ICML 2018
Learning Structural Weight Uncertainty for Sequential Decision-Making AISTATS 2018
Stein Variational Gradient Descent as Gradient Flow NIPS 2017
VAE Learning via Stein Variational Gradient Descent NIPS 2017
Stein Variational Gradient Descent: A General Purpose Bayesian Inference Algorithm NIPS 2016