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Variational Inference

Papers

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TitleStatusHype
Unconstrained Monotonic Neural NetworksCode0
To Beta or Not To Beta: Information Bottleneck for DigitaL Image Forensics0
Convergence Rates of Variational Inference in Sparse Deep Learning0
Probabilistic Models with Deep Neural NetworksCode0
Efficient Language Modeling with Automatic Relevance Determination in Recurrent Neural Networks0
Uncertainty in Model-Agnostic Meta-Learning using Variational Inference0
On importance-weighted autoencoders0
Tutorial: Deriving the Standard Variational Autoencoder (VAE) Loss Function0
Towards Verified Stochastic Variational Inference for Probabilistic ProgramsCode0
D-GAN: Deep Generative Adversarial Nets for Spatio-Temporal Prediction0
Subspace Inference for Bayesian Deep LearningCode0
Structured Variational Inference in Unstable Gaussian Process State Space ModelsCode0
The Dynamic Embedded Topic ModelCode0
Interpretable Dynamics Models for Data-Efficient Reinforcement Learning0
Trust-Region Variational Inference with Gaussian Mixture Models0
Topic Modeling in Embedding SpacesCode1
Bayesian deep learning with hierarchical prior: Predictions from limited and noisy data0
Variational Inference MPC for Bayesian Model-based Reinforcement Learning0
Neuron ranking -- an informed way to condense convolutional neural networks architecture0
Learning GPLVM with arbitrary kernels using the unscented transformationCode0
Deep Bayesian Natural Language Processing0
Radial Bayesian Neural Networks: Beyond Discrete Support In Large-Scale Bayesian Deep LearningCode0
The Thermodynamic Variational ObjectiveCode0
Empirical Study of the Benefits of Overparameterization in Learning Latent Variable ModelsCode0
PointFlow: 3D Point Cloud Generation with Continuous Normalizing FlowsCode2
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