Bayesian Learning

Evolutive Adversarially-Trained Bayesian Network Autoencoder for Interpretable Anomaly Detection PGM 2022 Expectation programming: Adapting probabilistic programming systems to estimate expectations efficiently UAI 2022 Extrapolative Continuous-time Bayesian Neural Network for Fast Training-free Test-time Adaptation NeurIPS 2022 Fast and Scalable Spike and Slab Variable Selection in High-Dimensional Gaussian Processes AISTATS 2022 Fast Bayesian Coresets via Subsampling and Quasi-Newton Refinement NeurIPS 2022 Fast Bayesian Inference with Batch Bayesian Quadrature via Kernel Recombination NeurIPS 2022 Feature Collapsing for Gaussian Process Variable Ranking AISTATS 2022 Finite-Time Regret of Thompson Sampling Algorithms for Exponential Family Multi-Armed Bandits NeurIPS 2022 Forward-Backward Latent State Inference for Hidden Continuous-Time semi-Markov Chains NeurIPS 2022 GATSBI: Generative Adversarial Training for Simulation-Based Inference ICLR 2022 Generalised GPLVM with Stochastic Variational Inference AISTATS 2022 Generalized Bayesian quadrature with spectral kernels UAI 2022 Generalizing Bayesian Optimization with Decision-theoretic Entropies NeurIPS 2022 iFS-RCNN: An Incremental Few-Shot Instance Segmenter CVPR 2022 Improving Bayesian Neural Networks by Adversarial Sampling AAAI 2022 Increasing the Scope as You Learn: Adaptive Bayesian Optimization in Nested Subspaces NeurIPS 2022 Independence Testing for Bounded Degree Bayesian Networks NeurIPS 2022 Infinitely Deep Bayesian Neural Networks with Stochastic Differential Equations AISTATS 2022 Infinite SCAN: An Infinite Model of Diachronic Semantic Change EMNLP 2022 Integrating Bayesian network classifiers to deal with the partial label ranking problem PGM 2022 Joint Estimation of Direction-of-Arrival and Distance for Arrays with Directional Sensors based on Sparse Bayesian Learning Interspeech 2022 Laplace Approximation Based Epistemic Uncertainty Estimation in 3D Object Detection CoRL 2022 Learning from Stochastically Revealed Preference NeurIPS 2022 Learning large Bayesian networks with expert constraints UAI 2022 Learning Not to Learn: Nature versus Nurture In Silico AAAI 2022