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Variational Inference

1,952 papers

Papers per year

2
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31
252
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Papers

CogMol: Target-Specific and Selective Drug Design for COVID-19 Using Deep Generative Models NIPS 2020
Hierarchical Quantized Autoencoders NIPS 2020
Temporal Positive-unlabeled Learning for Biomedical Hypothesis Generation via Risk Estimation NIPS 2020
Efficient Low Rank Gaussian Variational Inference for Neural Networks NIPS 2020
Probabilistic Circuits for Variational Inference in Discrete Graphical Models NIPS 2020
Dirichlet Graph Variational Autoencoder NIPS 2020
Gaussian Process Bandit Optimization of the Thermodynamic Variational Objective NIPS 2020
Stochastic Deep Gaussian Processes over Graphs NIPS 2020
Multimodal Generative Learning Utilizing Jensen-Shannon-Divergence NIPS 2020
Introducing Routing Uncertainty in Capsule Networks NIPS 2020
Bootstrapping neural processes NIPS 2020
Learning identifiable and interpretable latent models of high-dimensional neural activity using pi-VAE NIPS 2020
ICAM: Interpretable Classification via Disentangled Representations and Feature Attribution Mapping NIPS 2020
Modeling Continuous Stochastic Processes with Dynamic Normalizing Flows NIPS 2020
Exemplar VAE: Linking Generative Models, Nearest Neighbor Retrieval, and Data Augmentation NIPS 2020
Learning to Learn Variational Semantic Memory NIPS 2020
Walsh-Hadamard Variational Inference for Bayesian Deep Learning NIPS 2020
Evidential Sparsification of Multimodal Latent Spaces in Conditional Variational Autoencoders NIPS 2020
Constraining Variational Inference with Geometric Jensen-Shannon Divergence NIPS 2020
Unsupervised Learning of Lagrangian Dynamics from Images for Prediction and Control NIPS 2020
VAEM: a Deep Generative Model for Heterogeneous Mixed Type Data NIPS 2020
Factorized Neural Processes for Neural Processes: K-Shot Prediction of Neural Responses NIPS 2020
Efficient Marginalization of Discrete and Structured Latent Variables via Sparsity NIPS 2020
Invertible Gaussian Reparameterization: Revisiting the Gumbel-Softmax NIPS 2020
SurVAE Flows: Surjections to Bridge the Gap between VAEs and Flows NIPS 2020