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variational inference

2069 papers

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Also known as

VI-NET VRNN VBI SVI VIBE VQ-VAE ADVI VARNET MCVI PARVI SAVI VI VAE VMP VB BBVI ELBO VIB

Co-occurring keywords

bayesian inference (1904) gaussian process (1198) generative model (2889) variational autoencoder (1282) latent variable model (564) probabilistic modeling (851) representation learning (6174) uncertainty quantification (1365) latent variable (541) approximate inference (253)

Papers

Variational Mixtures of ODEs for Inferring Cellular Gene Expression Dynamics ICML 2022
Pulling back information geometry AISTATS 2022
Modelling Non-Smooth Signals with Complex Spectral Structure AISTATS 2022
Last Layer Marginal Likelihood for Invariance Learning AISTATS 2022
CATVI: Conditional and Adaptively Truncated Variational Inference for Hierarchical Bayesian Nonparametric Models AISTATS 2022
Wide Mean-Field Bayesian Neural Networks Ignore the Data AISTATS 2022
Structured variational inference in Bayesian state-space models AISTATS 2022
SkexGen: Autoregressive Generation of CAD Construction Sequences with Disentangled Codebooks ICML 2022
Loss as the Inconsistency of a Probabilistic Dependency Graph: Choose Your Model, Not Your Loss Function AISTATS 2022
Towards Out-of-Distribution Sequential Event Prediction: A Causal Treatment NIPS 2022
A Continuous Time Framework for Discrete Denoising Models NIPS 2022
Personalized Federated Learning via Variational Bayesian Inference ICML 2022
VFDS: Variational Foresight Dynamic Selection in Bayesian Neural Networks for Efficient Human Activity Recognition AISTATS 2022
Effective Nonlinear Feature Selection Method based on HSIC Lasso and with Variational Inference AISTATS 2022
Robust Deep Learning from Crowds with Belief Propagation AISTATS 2022
A Variational Edge Partition Model for Supervised Graph Representation Learning NIPS 2022
Multiple Importance Sampling ELBO and Deep Ensembles of Variational Approximations AISTATS 2022
Amortized Inference for Causal Structure Learning NIPS 2022
Variational Marginal Particle Filters AISTATS 2022
Embrace the Gap: VAEs Perform Independent Mechanism Analysis NIPS 2022
Variational inference via Wasserstein gradient flows NIPS 2022
On the detrimental effect of invariances in the likelihood for variational inference NIPS 2022
Beyond Rewards: a Hierarchical Perspective on Offline Multiagent Behavioral Analysis NIPS 2022
Foundation Posteriors for Approximate Probabilistic Inference NIPS 2022
On Divergence Measures for Bayesian Pseudocoresets NIPS 2022