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variational inference

2069 papers

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Also known as

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

Identifiable Generative models for Missing Not at Random Data Imputation NIPS 2021
On the Generative Utility of Cyclic Conditionals NIPS 2021
Raven's Progressive Matrices Completion with Latent Gaussian Process Priors AAAI 2021
Tracking Disease Outbreaks from Sparse Data with Bayesian Inference AAAI 2021
Spatio-Temporal Variational Gaussian Processes NIPS 2021
On the Stochastic Stability of Deep Markov Models NIPS 2021
A Novel Estimator of Mutual Information for Learning to Disentangle Textual Representations ACL 2021
A Variational Perspective on Diffusion-Based Generative Models and Score Matching NIPS 2021
Variational Inference for Learning Representations of Natural Language Edits AAAI 2021
Probabilistic Transformer For Time Series Analysis NIPS 2021
DiBS: Differentiable Bayesian Structure Learning NIPS 2021
Treatment Effect Estimation with Disentangled Latent Factors AAAI 2021
MARTA: Leveraging Human Rationales for Explainable Text Classification AAAI 2021
Consistency Regularization for Variational Auto-Encoders NIPS 2021
A universal probabilistic spike count model reveals ongoing modulation of neural variability NIPS 2021
Structured Dropout Variational Inference for Bayesian Neural Networks NIPS 2021
HiABP: Hierarchical Initialized ABP for Unsupervised Representation Learning AAAI 2021
Learning GPLVM with arbitrary kernels using the unscented transformation AISTATS 2021
Universal Approximation Using Well-Conditioned Normalizing Flows NIPS 2021
Probabilistic Tensor Decomposition of Neural Population Spiking Activity NIPS 2021
Latent Matters: Learning Deep State-Space Models NIPS 2021
GIF Thumbnails: Attract More Clicks to Your Videos AAAI 2021
Scalable Bayesian GPFA with automatic relevance determination and discrete noise models NIPS 2021
VMLoc: Variational Fusion For Learning-Based Multimodal Camera Localization AAAI 2021
Multi-Fidelity High-Order Gaussian Processes for Physical Simulation AISTATS 2021