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particle-based inference

11 papers

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Co-occurring keywords · papers mentioning both

stein variational gradient descent (8) variational inference (8) bayesian inference (5) kl divergence (3) particle method (2) particle-based variational inference (2) kernel methods (2) high-dimensional inference (2) belief propagation (2) variance collapse (1)

Papers

GAD-PVI: A General Accelerated Dynamic-Weight Particle-Based Variational Inference Framework AAAI 2024 Particle-based Variational Inference with Preconditioned Functional Gradient Flow ICLR 2023 Provably Fast Finite Particle Variants of SVGD via Virtual Particle Stochastic Approximation NeurIPS 2023 Grassmann Stein Variational Gradient Descent AISTATS 2022 Stochastic Multiple Target Sampling Gradient Descent NeurIPS 2022 Understanding the Variance Collapse of SVGD in High Dimensions ICLR 2022 A Non-Asymptotic Analysis for Stein Variational Gradient Descent NeurIPS 2020 Stein Variational Gradient Descent as Moment Matching NeurIPS 2018 Stein Variational Gradient Descent: A General Purpose Bayesian Inference Algorithm NeurIPS 2016 The Stitched Puppet: A Graphical Model of 3D Human Shape and Pose CVPR 2015 Particle-based Variational Inference for Continuous Systems NeurIPS 2009