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Bayesian Inference

4821 directly classified papers

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Papers

Pathwise Derivatives Beyond the Reparameterization Trick ICML 2018
Variational Bayesian dropout: pitfalls and fixes ICML 2018
CRVI: Convex Relaxation for Variational Inference ICML 2018
Probabilistic Recurrent State-Space Models ICML 2018
Variational Inference and Model Selection with Generalized Evidence Bounds ICML 2018
Bayesian Coreset Construction via Greedy Iterative Geodesic Ascent ICML 2018
Efficient Gradient-Free Variational Inference using Policy Search ICML 2018
Meta-Learning by Adjusting Priors Based on Extended PAC-Bayes Theory ICML 2018
Query Complexity of Bayesian Private Learning NIPS 2018
Sprucing up the trees – Error detection in treebanks COLING 2018
Variational Inference with Tail-adaptive f-Divergence NIPS 2018
Bayesian Control of Large MDPs with Unknown Dynamics in Data-Poor Environments NIPS 2018
Where Do You Think You're Going?: Inferring Beliefs about Dynamics from Behavior NIPS 2018
Distributed Multitask Reinforcement Learning with Quadratic Convergence NIPS 2018
Transfer of Value Functions via Variational Methods NIPS 2018
Reinforcement Learning with Multiple Experts: A Bayesian Model Combination Approach NIPS 2018
Bayesian Model-Agnostic Meta-Learning NIPS 2018
Inference Aided Reinforcement Learning for Incentive Mechanism Design in Crowdsourcing NIPS 2018
Towards identifying the optimal datasize for lexically-based Bayesian inference of linguistic phylogenies COLING 2018
Global Search with Bernoulli Alternation Kernel for Task-oriented Grasping Informed by Simulation CORL 2018
Similarity Dependent Chinese Restaurant Process for Cognate Identification in Multilingual Wordlists CONLL 2018
Embedded-State Latent Conditional Random Fields for Sequence Labeling CONLL 2018
Explaining Deep Learning Models -- A Bayesian Non-parametric Approach NIPS 2018
Unsupervised Image-to-Image Translation Using Domain-Specific Variational Information Bound NIPS 2018
Bayesian Quadrature for Multiple Related Integrals ICML 2018