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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

Overlapping Communities and Roles in Networks with Node Attributes: Probabilistic Graphical Modeling, Bayesian Formulation and Variational Inference (Extended Abstract) IJCAI 2022
Amortized Inference for Causal Structure Learning NIPS 2022
COMET Flows: Towards Generative Modeling of Multivariate Extremes and Tail Dependence IJCAI 2022
End-to-End Open-Set Semi-Supervised Node Classification with Out-of-Distribution Detection IJCAI 2022
Expectation programming: Adapting probabilistic programming systems to estimate expectations efficiently UAI 2022
AUTM flow: atomic unrestricted time machine for monotonic normalizing flows UAI 2022
On the Robustness to Misspecification of α-posteriors and Their Variational Approximations JMLR 2022
A Variational Edge Partition Model for Supervised Graph Representation Learning NIPS 2022
Variational inference via Wasserstein gradient flows NIPS 2022
Sampling Approximately Low-Rank Ising Models: MCMC meets Variational Methods COLT 2022
Efficient Inference for Dynamic Flexible Interactions of Neural Populations JMLR 2022
Bayesian Multinomial Logistic Normal Models through Marginally Latent Matrix-T Processes JMLR 2022
Embrace the Gap: VAEs Perform Independent Mechanism Analysis NIPS 2022
Rethinking Variational Inference for Probabilistic Programs with Stochastic Support NIPS 2022
A Personalized Dialogue Generator with Implicit User Persona Detection COLING 2022
Beyond Rewards: a Hierarchical Perspective on Offline Multiagent Behavioral Analysis NIPS 2022
On the detrimental effect of invariances in the likelihood for variational inference NIPS 2022
End-to-End Text-to-Speech Based on Latent Representation of Speaking Styles Using Spontaneous Dialogue INTERSPEECH 2022
A Sparsity-promoting Dictionary Model for Variational Autoencoders INTERSPEECH 2022
AVAST: Attentive Variational State Tracker in a Reinforced Navigator IJCNLP 2022
Foundation Posteriors for Approximate Probabilistic Inference NIPS 2022
Structured Recognition for Generative Models with Explaining Away NIPS 2022
Learning Mixture of Neural Temporal Point Processes for Multi-dimensional Event Sequence Clustering IJCAI 2022
Decoupled Self-supervised Learning for Graphs NIPS 2022
Gaussian Process Boosting JMLR 2022