Bayesian Learning

Spatial meshing for general Bayesian multivariate models JMLR 2024 The Choice of Noninformative Priors for Thompson Sampling in Multiparameter Bandit Models AAAI 2024 Towards Modeling Uncertainties of Self-Explaining Neural Networks via Conformal Prediction AAAI 2024 Unified PAC-Bayesian Study of Pessimism for Offline Policy Learning with Regularized Importance Sampling UAI 2024 A theory of representation learning gives a deep generalisation of kernel methods ICML 2023 Bayesian Federated Learning: A Survey IJCAI 2023 Bayesian Multi-Task Transfer Learning for Soft Prompt Tuning EMNLP 2023 Bayesian Spiked Laplacian Graphs JMLR 2023 Bayesian Structure Scores for Probabilistic Circuits AISTATS 2023 Free Energy of Bayesian Convolutional Neural Network with Skip Connection ACML 2023 Infinite-dimensional optimization and Bayesian nonparametric learning of stochastic differential equations JMLR 2023 Intrinsic Gaussian Process on Unknown Manifolds with Probabilistic Metrics JMLR 2023 Law of Large Numbers for Bayesian two-layer Neural Network trained with Variational Inference COLT 2023 Masked Bayesian Neural Networks : Theoretical Guarantee and its Posterior Inference ICML 2023 Nonmyopic Multiclass Active Search with Diminishing Returns for Diverse Discovery AISTATS 2023 Optimizing Pessimism in Dynamic Treatment Regimes: A Bayesian Learning Approach AISTATS 2023 Overcoming Prior Misspecification in Online Learning to Rank AISTATS 2023 Post-hoc Uncertainty Learning Using a Dirichlet Meta-Model AAAI 2023 Prediction-Oriented Bayesian Active Learning AISTATS 2023 Robust and Adaptive Deep Learning via Bayesian Principles AAAI 2023 Scalable Bayesian Meta-Learning through Generalized Implicit Gradients AAAI 2023 Scalable high-dimensional Bayesian varying coefficient models with unknown within-subject covariance JMLR 2023 Sequential Monte Carlo Learning for Time Series Structure Discovery ICML 2023 Stochastic Marginal Likelihood Gradients using Neural Tangent Kernels ICML 2023 A Bayesian Approach for Stochastic Continuum-armed Bandit with Long-term Constraints AISTATS 2022