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reparameterization gradient

24 papers

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Co-occurring keywords

variational inference (2069) variance reduction (523) likelihood ratio gradient (4) gradient estimation (150) model-based reinforcement learning (415) bayesian inference (1907) stochastic gradient (296) control variate (54) gradient estimator (59) gradient variance (31)

Papers

Reparameterized Variational Rejection Sampling AISTATS 2024
Diagonalisation SGD: Fast & Convergent SGD for Non-Differentiable Models via Reparameterisation and Smoothing AISTATS 2024
On the Convergence of Black-Box Variational Inference NIPS 2023
Model-Based Reparameterization Policy Gradient Methods: Theory and Practical Algorithms NIPS 2023
Model-based Reinforcement Learning with Scalable Composite Policy Gradient Estimators ICML 2023
Variational Marginal Particle Filters AISTATS 2022
Proppo: a Message Passing Framework for Customizable and Composable Learning Algorithms NIPS 2022
Slice Sampling Reparameterization Gradients NIPS 2021
A unified view of likelihood ratio and reparameterization gradients AISTATS 2021
On Signal-to-Noise Ratio Issues in Variational Inference for Deep Gaussian Processes ICML 2021
MCMC Variational Inference via Uncorrected Hamiltonian Annealing NIPS 2021
Approximation Based Variance Reduction for Reparameterization Gradients NIPS 2020
Provable Gradient Variance Guarantees for Black-Box Variational Inference NIPS 2019
Reparameterizable Subset Sampling via Continuous Relaxations IJCAI 2019
Reparameterizing the Birkhoff Polytope for Variational Permutation Inference AISTATS 2018
PIPPS: Flexible Model-Based Policy Search Robust to the Curse of Chaos ICML 2018
Reparameterization Gradient for Non-differentiable Models NIPS 2018
Quasi-Monte Carlo Variational Inference ICML 2018
Sticking the Landing: Simple, Lower-Variance Gradient Estimators for Variational Inference NIPS 2017
Perturbative Black Box Variational Inference NIPS 2017
Reducing Reparameterization Gradient Variance NIPS 2017
Reparameterization Gradients through Acceptance-Rejection Sampling Algorithms AISTATS 2017
The Generalized Reparameterization Gradient NIPS 2016
Decoupled Variational Gaussian Inference NIPS 2014