Bayesian Learning

GPEX, A Framework For Interpreting Artificial Neural Networks NeurIPS 2023 Gradient-Based Uncertainty Attribution for Explainable Bayesian Deep Learning CVPR 2023 Guided Deep Kernel Learning UAI 2023 Hallucinated adversarial control for conservative offline policy evaluation UAI 2023 Human-like Few-Shot Learning via Bayesian Reasoning over Natural Language NeurIPS 2023 Human spatiotemporal pattern learning as probabilistic program synthesis NeurIPS 2023 Implicit Manifold Gaussian Process Regression NeurIPS 2023 Inducing Point Allocation for Sparse Gaussian Processes in High-Throughput Bayesian Optimisation AISTATS 2023 Inferring Private Valuations from Behavioral Data in Bilateral Sequential Bargaining IJCAI 2023 Infinite-dimensional optimization and Bayesian nonparametric learning of stochastic differential equations JMLR 2023 Interactive Segmentation As Gaussion Process Classification CVPR 2023 Inverse-Reference Priors for Fisher Regularization of Bayesian Neural Networks AAAI 2023 It’s MBR All the Way Down: Modern Generation Techniques Through the Lens of Minimum Bayes Risk EMNLP 2023 Jana: Jointly amortized neural approximation of complex Bayesian models UAI 2023 Joint Word and Morpheme Segmentation with Bayesian Non-Parametric Models EACL 2023 Kalman Bayesian Neural Networks for Closed-Form Online Learning AAAI 2023 Learning-augmented count-min sketches via Bayesian nonparametrics JMLR 2023 Learning Expressive Priors for Generalization and Uncertainty Estimation in Neural Networks ICML 2023 Learning the Finer Things: Bayesian Structure Learning at the Instantiation Level AAAI 2023 Learning Treatment Effects from Observational and Experimental Data AISTATS 2023 Leveraging Active Learning to Minimise SRL Annotation Across Corpora ACL 2023 MARS: Meta-learning as Score Matching in the Function Space ICLR 2023 Masked Bayesian Neural Networks : Theoretical Guarantee and its Posterior Inference ICML 2023 Meta-learning Adaptive Deep Kernel Gaussian Processes for Molecular Property Prediction ICLR 2023 Minimax-Bayes Reinforcement Learning AISTATS 2023