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← Bayesian & Probabilistic
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Bayesian Learning

1,663 papers

Papers per year

2
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52
137
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Papers

Learning to Address Health Inequality in the United States with a Bayesian Decision Network AAAI 2019
Bidirectional Inference Networks:A Class of Deep Bayesian Networks for Health Profiling AAAI 2019
Deep Bayesian Trust: A Dominant and Fair Incentive Mechanism for Crowd AAAI 2019
Learning Models of Sequential Decision-Making with Partial Specification of Agent Behavior AAAI 2019
Communication-Efficient Stochastic Gradient MCMC for Neural Networks AAAI 2019
Bias-Variance Trade-Off in Hierarchical Probabilistic Models Using Higher-Order Feature Interactions AAAI 2019
Automatic Bayesian Density Analysis AAAI 2019
Self-Adversarially Learned Bayesian Sampling AAAI 2019
Bayesian Execution Skill Estimation AAAI 2019
Automated Rule Base Completion as Bayesian Concept Induction AAAI 2019
Quantifying Uncertainties in Natural Language Processing Tasks AAAI 2019
Robustness Guarantees for Bayesian Inference with Gaussian Processes AAAI 2019
Probabilistic Logic Programming with Beta-Distributed Random Variables AAAI 2019
Finding All Bayesian Network Structures within a Factor of Optimal AAAI 2019
Semi-Parametric Sampling for Stochastic Bandits with Many Arms AAAI 2019
Compiling Bayesian Network Classifiers into Decision Graphs AAAI 2019
That’s Mine! Learning Ownership Relations and Norms for Robots AAAI 2019
Probabilistic Model Checking of Robots Deployed in Extreme Environments AAAI 2019
Safeguarded Dynamic Label Regression for Noisy Supervision AAAI 2019
From Lab to Internship and Back Again: Learning Autonomous Systems through Creating a Research and Development Ecosystem AAAI 2019
Efficient Neutrino Oscillation Parameter Inference with Gaussian Process AAAI 2019
Predicting Humorousness and Metaphor Novelty with Gaussian Process Preference Learning ACL 2019
Sketching for Latent Dirichlet-Categorical Models AISTATS 2019
A Thompson Sampling Algorithm for Cascading Bandits AISTATS 2019
A Bayesian model for sparse graphs with flexible degree distribution and overlapping community structure AISTATS 2019