Bayesian Learning

Improved Bayes Regret Bounds for Multi-Task Hierarchical Bayesian Bandit Algorithms NeurIPS 2024 In-Context Learning through the Bayesian Prism ICLR 2024 Intersectionality in AI Safety: Using Multilevel Models to Understand Diverse Perceptions of Safety in Conversational AI COLING 2024 Kalman Filter for Online Classification of Non-Stationary Data ICLR 2024 Learning Bayesian Network Classifiers to Minimize the Class Variable Parameters AAAI 2024 Make Me a BNN: A Simple Strategy for Estimating Bayesian Uncertainty from Pre-trained Models CVPR 2024 Making Better Use of Unlabelled Data in Bayesian Active Learning AISTATS 2024 Measuring acoustic dissimilarity of hierarchical markers in task-oriented dialogue with MFCC-based dynamic time warping Interspeech 2024 Measuring Sample Quality in Algorithms for Intractable Normalizing Function Problems JMLR 2024 Model-based Policy Optimization under Approximate Bayesian Inference AISTATS 2024 Naive Bayes-based Context Extension for Large Language Models NAACL 2024 Neural Bayes estimators for censored inference with peaks-over-threshold models JMLR 2024 Nonparametric Copula Models for Multivariate, Mixed, and Missing Data JMLR 2024 No-Regret Algorithms for Safe Bayesian Optimization with Monotonicity Constraints AISTATS 2024 On cyclical MCMC sampling AISTATS 2024 On Feynman-Kac training of partial Bayesian neural networks AISTATS 2024 Online Bayesian Persuasion Without a Clue NeurIPS 2024 On the Computational Complexity of Metropolis-Adjusted Langevin Algorithms for Bayesian Posterior Sampling JMLR 2024 Penalized Overdamped and Underdamped Langevin Monte Carlo Algorithms for Constrained Sampling JMLR 2024 pgmpy: A Python Toolkit for Bayesian Networks JMLR 2024 Physics-Informed Variational State-Space Gaussian Processes NeurIPS 2024 Poisson Variational Autoencoder NeurIPS 2024 Preferential Normalizing Flows NeurIPS 2024 Principal Component Analysis as a Sanity Check for Bayesian Phylolinguistic Reconstruction COLING 2024 Probabilistic Offline Policy Ranking with Approximate Bayesian Computation AAAI 2024