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variational inference

2069 papers

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VI

Co-occurring keywords

bayesian inference (1907) gaussian process (1200) generative model (2892) variational autoencoder (1288) latent variable model (564) probabilistic modeling (852) representation learning (6206) uncertainty quantification (1393) latent variable (541) approximate inference (253)

Papers

Nonparametric Sparse Tensor Factorization with Hierarchical Gamma Processes ICML 2022
Amortized Inference for Causal Structure Learning NIPS 2022
Continual Learning via Sequential Function-Space Variational Inference ICML 2022
Function-space Inference with Sparse Implicit Processes ICML 2022
Bayesian Multinomial Logistic Normal Models through Marginally Latent Matrix-T Processes JMLR 2022
Scalable Deep Gaussian Markov Random Fields for General Graphs ICML 2022
Variational Inference for Infinitely Deep Neural Networks ICML 2022
On the Robustness to Misspecification of α-posteriors and Their Variational Approximations JMLR 2022
Continual Repeated Annealed Flow Transport Monte Carlo ICML 2022
Fat–Tailed Variational Inference with Anisotropic Tail Adaptive Flows ICML 2022
Reconstructing Nonlinear Dynamical Systems from Multi-Modal Time Series ICML 2022
Efficient Approximate Inference for Stationary Kernel on Frequency Domain ICML 2022
Efficient Inference for Dynamic Flexible Interactions of Neural Populations JMLR 2022
Foundation Posteriors for Approximate Probabilistic Inference NIPS 2022
Surrogate Likelihoods for Variational Annealed Importance Sampling ICML 2022
Variational Inference with Locally Enhanced Bounds for Hierarchical Models ICML 2022
Variational Wasserstein gradient flow ICML 2022
Variational Sparse Coding with Learned Thresholding ICML 2022
Variational Feature Pyramid Networks ICML 2022
Deep Variational Graph Convolutional Recurrent Network for Multivariate Time Series Anomaly Detection ICML 2022
Tractable Dendritic RNNs for Reconstructing Nonlinear Dynamical Systems ICML 2022
VariGrow: Variational Architecture Growing for Task-Agnostic Continual Learning based on Bayesian Novelty ICML 2022
Gaussian Process Boosting JMLR 2022
Revisiting Active Sets for Gaussian Process Decoders NIPS 2022
Structured Stochastic Gradient MCMC ICML 2022