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Bayesian Learning

1663 directly classified papers

Papers per year

Papers

Finite-Time Regret of Thompson Sampling Algorithms for Exponential Family Multi-Armed Bandits NIPS 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
Limited Memory Influence Diagrams for Attribute Statistical Process Control with Variable Sample Sizes PGM 2022
Sampling with Riemannian Hamiltonian Monte Carlo in a Constrained Space NIPS 2022
Robust Neural Posterior Estimation and Statistical Model Criticism NIPS 2022
Truncated proposals for scalable and hassle-free simulation-based inference NIPS 2022
Bezier Gaussian Processes for Tall and Wide Data NIPS 2022
QLSD: Quantised Langevin Stochastic Dynamics for Bayesian Federated Learning AISTATS 2022
Infinite SCAN: An Infinite Model of Diachronic Semantic Change EMNLP 2022
Perfect Sampling from Pairwise Comparisons NIPS 2022
Learning from Stochastically Revealed Preference NIPS 2022
On PAC-Bayesian reconstruction guarantees for VAEs AISTATS 2022
Anti-Spoofing Using Transfer Learning with Variational Information Bottleneck INTERSPEECH 2022
Sparse Gaussian Process Hyperparameters: Optimize or Integrate? NIPS 2022
Robust Bayesian Regression via Hard Thresholding NIPS 2022
Generalizing Bayesian Optimization with Decision-theoretic Entropies NIPS 2022
A Hybrid Algorithm for Learning Causal Networks using Uncertain Experts’ Knowledge PGM 2022
On the Value of Prior in Online Learning to Rank AISTATS 2022
Integrating Bayesian network classifiers to deal with the partial label ranking problem PGM 2022
Evolutive Adversarially-Trained Bayesian Network Autoencoder for Interpretable Anomaly Detection PGM 2022
Increasing the Scope as You Learn: Adaptive Bayesian Optimization in Nested Subspaces NIPS 2022
Byzantine-tolerant federated Gaussian process regression for streaming data NIPS 2022
Forward-Backward Latent State Inference for Hidden Continuous-Time semi-Markov Chains NIPS 2022
Independence Testing for Bounded Degree Bayesian Networks NIPS 2022