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Bayesian Learning

1,663 papers

Papers per year

2
48
52
137
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Papers

Bayes-TrEx: a Bayesian Sampling Approach to Model Transparency by Example AAAI 2021
Uncertainty Quantification in CNN Through the Bootstrap of Convex Neural Networks AAAI 2021
High Dimensional Level Set Estimation with Bayesian Neural Network AAAI 2021
Learning the Parameters of Bayesian Networks from Uncertain Data AAAI 2021
Efficient Bayesian Network Structure Learning via Parameterized Local Search on Topological Orderings AAAI 2021
Comparing Symbolic Models of Language via Bayesian Inference (Student Abstract) AAAI 2021
Bayesian Model-Agnostic Meta-Learning with Matrix-Valued Kernels for Quality Estimation ACL 2021
Modeling Sense Structure in Word Usage Graphs with the Weighted Stochastic Block Model ACL 2021
Bayesian Latent Factor Model for Higher-order Data ACML 2021
Bayesian neural network unit priors and generalized Weibull-tail property ACML 2021
On Information Gain and Regret Bounds in Gaussian Process Bandits AISTATS 2021
Continual Learning using a Bayesian Nonparametric Dictionary of Weight Factors AISTATS 2021
A Bayesian nonparametric approach to count-min sketch under power-law data streams AISTATS 2021
Predictive Complexity Priors AISTATS 2021
Bayesian Model Averaging for Causality Estimation and its Approximation based on Gaussian Scale Mixture Distributions AISTATS 2021
Latent Derivative Bayesian Last Layer Networks AISTATS 2021
Hyperparameter Transfer Learning with Adaptive Complexity AISTATS 2021
The Minecraft Kernel: Modelling correlated Gaussian Processes in the Fourier domain AISTATS 2021
No-Regret Algorithms for Private Gaussian Process Bandit Optimization AISTATS 2021
Matérn Gaussian Processes on Graphs AISTATS 2021
Bayesian Coresets: Revisiting the Nonconvex Optimization Perspective AISTATS 2021
Significance of Gradient Information in Bayesian Optimization AISTATS 2021
Location Trace Privacy Under Conditional Priors AISTATS 2021
Rao-Blackwellised parallel MCMC AISTATS 2021
Bayesian Active Learning by Soft Mean Objective Cost of Uncertainty AISTATS 2021