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variational bound

18 papers

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Co-occurring keywords

variational inference (2069) monte carlo method (126) graphical model (864) latent variable model (564) partition function (81) belief propagation (177) representation learning (6206) diffusion probabilistic model (82) diffusion model (3751) score matching (97)

Papers

Structured IB: Improving Information Bottleneck with Structured Feature Learning AAAI 2025
Neural Flow Diffusion Models: Learnable Forward Process for Improved Diffusion Modelling NIPS 2024
Variational Inference with Locally Enhanced Bounds for Hierarchical Models ICML 2022
Tight Mutual Information Estimation With Contrastive Fenchel-Legendre Optimization NIPS 2022
Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting ICML 2021
Improving Lossless Compression Rates via Monte Carlo Bits-Back Coding ICML 2021
Denoising Diffusion Probabilistic Models NIPS 2020
Neural Methods for Point-wise Dependency Estimation NIPS 2020
On Variational Bounds of Mutual Information ICML 2019
A Modular Analysis of Adaptive (Non-)Convex Optimization: Optimism, Composite Objectives, and Variational Bounds ALT 2017
Dynamic Importance Sampling for Anytime Bounds of the Partition Function NIPS 2017
Perturbative Black Box Variational Inference NIPS 2017
Relationship between PreTraining and Maximum Likelihood Estimation in Deep Boltzmann Machines AISTATS 2016
Density Propagation and Improved Bounds on the Partition Function NIPS 2012
Evaluating probabilities under high-dimensional latent variable models NIPS 2008
Bounds on marginal probability distributions NIPS 2008
A Convex Upper Bound on the Log-Partition Function for Binary Distributions NIPS 2008
Loop Series and Bethe Variational Bounds in Attractive Graphical Models NIPS 2007