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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

Markovian Score Climbing: Variational Inference with KL(p||q) NIPS 2020
On the Expressiveness of Approximate Inference in Bayesian Neural Networks NIPS 2020
Variational Bayesian Unlearning NIPS 2020
Bayesian Attention Modules NIPS 2020
Optimal Variance Control of the Score-Function Gradient Estimator for Importance-Weighted Bounds NIPS 2020
Advances in Black-Box VI: Normalizing Flows, Importance Weighting, and Optimization NIPS 2020
f-Divergence Variational Inference NIPS 2020
Learning Optimal Representations with the Decodable Information Bottleneck NIPS 2020
Quantized Variational Inference NIPS 2020
Graph Stochastic Neural Networks for Semi-supervised Learning NIPS 2020
Likelihood Regret: An Out-of-Distribution Detection Score For Variational Auto-encoder NIPS 2020
User-Dependent Neural Sequence Models for Continuous-Time Event Data NIPS 2020
Manifold GPLVMs for discovering non-Euclidean latent structure in neural data NIPS 2020
Modeling Evolution of Message Interaction for Rumor Resolution COLING 2020
Contrastive Variational Reinforcement Learning for Complex Observations CORL 2020
Social-VRNN: One-Shot Multi-modal Trajectory Prediction for Interacting Pedestrians CORL 2020
Stein Variational Model Predictive Control CORL 2020
Deep Relational Topic Modeling via Graph Poisson Gamma Belief Network NIPS 2020
Deep Transformers with Latent Depth NIPS 2020
Towards Interpretable Natural Language Understanding with Explanations as Latent Variables NIPS 2020
Recurrent Switching Dynamical Systems Models for Multiple Interacting Neural Populations NIPS 2020
Bayesian Pseudocoresets NIPS 2020
Counterfactual Prediction for Bundle Treatment NIPS 2020
Reconsidering Generative Objectives For Counterfactual Reasoning NIPS 2020
Factorized Inference in Deep Markov Models for Incomplete Multimodal Time Series AAAI 2020