conftrace_

posterior inference

138 papers

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Co-occurring keywords

bayesian inference (1907) variational inference (2069) markov chain monte carlo (725) bayesian nonparametrics (270) gaussian process (1200) uncertainty quantification (1393) gibbs sampling (201) mcmc sampling (70) generative model (2892) importance sampling (318)

Papers

Variational Multi-Task Learning with Gumbel-Softmax Priors NIPS 2021
Differentiable Algorithm for Marginalising Changepoints AAAI 2020
Black-Box Inference for Non-Linear Latent Force Models AISTATS 2020
Neural Clustering Processes ICML 2020
MASSIVE: Tractable and Robust Bayesian Learning of Many-Dimensional Instrumental Variable Models UAI 2020
Uncertainty in Model-Agnostic Meta-Learning using Variational Inference WACV 2020
On Contrastive Learning for Likelihood-free Inference ICML 2020
Deep Structured Mixtures of Gaussian Processes AISTATS 2020
HAF-SVG: Hierarchical Stochastic Video Generation with Aligned Features IJCAI 2020
Slice Sampling for General Completely Random Measures UAI 2020
Analytical Probability Distributions and Exact Expectation-Maximization for Deep Generative Networks NIPS 2020
Likelihood-free MCMC with Amortized Approximate Ratio Estimators ICML 2020
Non Parametric Graph Learning for Bayesian Graph Neural Networks UAI 2020
Posterior Control of Blackbox Generation ACL 2020
Efficient Probabilistic Inference in the Quest for Physics Beyond the Standard Model NIPS 2019
Alleviating Label Switching with Optimal Transport NIPS 2019
A Necessary and Sufficient Stability Notion for Adaptive Generalization NIPS 2019
Differentially Private Markov Chain Monte Carlo NIPS 2019
Analyzing Bayesian Crosslingual Transfer in Topic Models NAACL 2019
A Bayesian Perspective on the Deep Image Prior CVPR 2019
Thompson Sampling on Symmetric Alpha-Stable Bandits IJCAI 2019
Bayesian Graph Convolutional Neural Networks for Semi-Supervised Classification AAAI 2019
The Variational Predictive Natural Gradient ICML 2019
Bayesian Relational Memory for Semantic Visual Navigation ICCV 2019
Gaussian Processes with Linear Operator Inequality Constraints JMLR 2019