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Bayesian Learning

1,663 papers

Papers per year

2
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52
137
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Papers

Accurate and Scalable Gaussian Processes for Fine-Grained Air Quality Inference AAAI 2022
TopWORDS-Seg: Simultaneous Text Segmentation and Word Discovery for Open-Domain Chinese Texts via Bayesian Inference ACL 2022
ColorCode: A Bayesian Approach to Augmentative and Alternative Communication with Two Buttons ACL 2022
Being a Bit Frequentist Improves Bayesian Neural Networks AISTATS 2022
Infinitely Deep Bayesian Neural Networks with Stochastic Differential Equations AISTATS 2022
Robust Bayesian Inference for Simulator-based Models via the MMD Posterior Bootstrap AISTATS 2022
Bayesian Classifier Fusion with an Explicit Model of Correlation AISTATS 2022
On PAC-Bayesian reconstruction guarantees for VAEs AISTATS 2022
Bayesian Link Prediction with Deep Graph Convolutional Gaussian Processes AISTATS 2022
Predictive variational Bayesian inference as risk-seeking optimization AISTATS 2022
Wide Mean-Field Bayesian Neural Networks Ignore the Data AISTATS 2022
Transfer Learning with Gaussian Processes for Bayesian Optimization AISTATS 2022
QLSD: Quantised Langevin Stochastic Dynamics for Bayesian Federated Learning AISTATS 2022
On the Value of Prior in Online Learning to Rank AISTATS 2022
Sensing Cox Processes via Posterior Sampling and Positive Bases AISTATS 2022
A Predictive Approach to Bayesian Nonparametric Survival Analysis AISTATS 2022
Thompson Sampling with a Mixture Prior AISTATS 2022
Generalised GPLVM with Stochastic Variational Inference AISTATS 2022
Fast and Scalable Spike and Slab Variable Selection in High-Dimensional Gaussian Processes AISTATS 2022
Towards Federated Bayesian Network Structure Learning with Continuous Optimization AISTATS 2022
Near-Optimal Task Selection for Meta-Learning with Mutual Information and Online Variational Bayesian Unlearning AISTATS 2022
Differentiable Bayesian inference of SDE parameters using a pathwise series expansion of Brownian motion AISTATS 2022
Feature Collapsing for Gaussian Process Variable Ranking AISTATS 2022
Social Learning in Non-Stationary Environments ALT 2022
Process Independence Testing in Proximal Graphical Event Models CLEAR 2022