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Bayesian Inference

4821 directly classified papers

Papers per year

Papers

FedNP: Towards Non-IID Federated Learning via Federated Neural Propagation AAAI 2023
Sparse Spectral Bayesian Permanental Process with Generalized Kernel AISTATS 2023
A Latent-Variable Model for Intrinsic Probing AAAI 2023
Free-Form Variational Inference for Gaussian Process State-Space Models ICML 2023
Distance-to-Set Priors and Constrained Bayesian Inference AISTATS 2023
Beam Search Optimized Batch Bayesian Active Learning AAAI 2023
A Probabilistic Framework for Lifelong Test-Time Adaptation CVPR 2023
Wing shape estimation with Extended Kalman filtering and KalmanNet neural network of a flexible wing aircraft L4DC 2023
Variational Wasserstein Barycenters with C-cyclical Monotonicity Regularization AAAI 2023
Double Doubly Robust Thompson Sampling for Generalized Linear Contextual Bandits AAAI 2023
Bayesian Models for Targeted Cyber Deception Strategies (Student Abstract) AAAI 2023
Discovering Many Diverse Solutions with Bayesian Optimization AISTATS 2023
Safety Verification of Nonlinear Systems with Bayesian Neural Network Controllers AAAI 2023
Frequency Domain Gaussian Process Models for $H^∞$ Uncertainties L4DC 2023
ProteinNPT: Improving Protein Property Prediction and Design with Non-Parametric Transformers NIPS 2023
Rectified Pessimistic-Optimistic Learning for Stochastic Continuum-armed Bandit with Constraints L4DC 2023
Learning Regions of Interest for Bayesian Optimization with Adaptive Level-Set Estimation ICML 2023
Physics-Guided Active Learning of Environmental Flow Fields L4DC 2023
Provable Dynamic Fusion for Low-Quality Multimodal Data ICML 2023
Learning Disturbances Online for Risk-Aware Control: Risk-Aware Flight with Less Than One Minute of Data L4DC 2023
Scalable PAC-Bayesian Meta-Learning via the PAC-Optimal Hyper-Posterior: From Theory to Practice JMLR 2023
A Unified Recipe for Deriving (Time-Uniform) PAC-Bayes Bounds JMLR 2023
Filling the population statistics gap: Swiss German reference data on F0 and speech tempo for forensic contexts INTERSPEECH 2023
Fast Expectation Propagation for Heteroscedastic, Lasso-Penalized, and Quantile Regression JMLR 2023
Microcanonical Hamiltonian Monte Carlo JMLR 2023