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Variational Inference

767 directly classified papers

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Papers

Relative gradient optimization of the Jacobian term in unsupervised deep learning 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
Stochastic Stein Discrepancies NIPS 2020
DisARM: An Antithetic Gradient Estimator for Binary Latent Variables NIPS 2020
Learning Agent Representations for Ice Hockey NIPS 2020
Improved Variational Bayesian Phylogenetic Inference with Normalizing Flows NIPS 2020
Fast Convergence of Langevin Dynamics on Manifold: Geodesics meet Log-Sobolev NIPS 2020
Compound Probabilistic Context-Free Grammars for Grammar Induction ACL 2019
Language Modeling with Shared Grammar ACL 2019
Efficient Language Modeling with Automatic Relevance Determination in Recurrent Neural Networks ACL 2019
Variational Inference from Ranked Samples with Features ACML 2019
Minimax Online Prediction of Varying Bernoulli Process under Variational Approximation ACML 2019
Bayesian Posterior Approximation via Greedy Particle Optimization AAAI 2019
Dependency Grammar Induction with a Neural Variational Transition-Based Parser AAAI 2019
Pathwise Derivatives for Multivariate Distributions AISTATS 2019
Unbiased Implicit Variational Inference AISTATS 2019
Scalable Bayesian Learning for State Space Models using Variational Inference with SMC Samplers AISTATS 2019
Interleave Variational Optimization with Monte Carlo Sampling: A Tale of Two Approximate Inference Paradigms AAAI 2019
Variational BEJG Solvers for Marginal-MAP Inference with Accurate Approximation of B-Conditional Entropy AAAI 2019
Multi-Class Gaussian Process Classification Made Conjugate: Efficient Inference via Data Augmentation UAI 2019
Training Variational Autoencoders with Buffered Stochastic Variational Inference AISTATS 2019
Doubly Semi-Implicit Variational Inference AISTATS 2019
Differentiable Antithetic Sampling for Variance Reduction in Stochastic Variational Inference AISTATS 2019