conftrace_
← Bayesian & Probabilistic
Artificial Intelligence › Bayesian & Probabilistic ›

Bayesian Learning

1,663 papers

Papers per year

2
48
52
137
36
'05
'10
'15
'20
'25

Papers

Improved Bayes Regret Bounds for Multi-Task Hierarchical Bayesian Bandit Algorithms NIPS 2024
Online Bayesian Persuasion Without a Clue NIPS 2024
Beyond Single Stationary Policies: Meta-Task Players as Naturally Superior Collaborators NIPS 2024
3D Gaussian Splatting as Markov Chain Monte Carlo NIPS 2024
Bayes-optimal learning of an extensive-width neural network from quadratically many samples NIPS 2024
Provable Posterior Sampling with Denoising Oracles via Tilted Transport NIPS 2024
Thompson Sampling For Combinatorial Bandits: Polynomial Regret and Mismatched Sampling Paradox NIPS 2024
Stopping Bayesian Optimization with Probabilistic Regret Bounds NIPS 2024
Physics-Informed Variational State-Space Gaussian Processes NIPS 2024
Deep Bayesian Active Learning for Preference Modeling in Large Language Models NIPS 2024
General bounds on the quality of Bayesian coresets NIPS 2024
Block Sparse Bayesian Learning: A Diversified Scheme NIPS 2024
Bayesian Online Natural Gradient (BONG) NIPS 2024
Computational Aspects of Bayesian Persuasion under Approximate Best Response NIPS 2024
Enhancing Diversity in Bayesian Deep Learning via Hyperspherical Energy Minimization of CKA NIPS 2024
Probabilistic Offline Policy Ranking with Approximate Bayesian Computation AAAI 2024
Uncertainty Quantification in Heterogeneous Treatment Effect Estimation with Gaussian-Process-Based Partially Linear Model AAAI 2024
Root Cause Explanation of Outliers under Noisy Mechanisms AAAI 2024
Learning Bayesian Network Classifiers to Minimize the Class Variable Parameters AAAI 2024
A Bayesian Spatial Model to Correct Under-Reporting in Urban Crowdsourcing AAAI 2024
Making Better Use of Unlabelled Data in Bayesian Active Learning AISTATS 2024
Uncertainty Matters: Stable Conclusions under Unstable Assessment of Fairness Results AISTATS 2024
Estimation of partially known Gaussian graphical models with score-based structural priors AISTATS 2024
Thompson Sampling Itself is Differentially Private AISTATS 2024
Bayesian Semi-structured Subspace Inference AISTATS 2024