Bayesian & Probabilistic

Asynchronous $ε$-Greedy Bayesian Optimisation UAI 2021 A Unifying Bayesian Formulation of Measures of Interpretability in Human-AI Interaction IJCAI 2021 A universal probabilistic spike count model reveals ongoing modulation of neural variability NeurIPS 2021 Automatic variational inference with cascading flows ICML 2021 A variational approximation for analyzing the dynamics of panel data UAI 2021 Backward-Compatible Prediction Updates: A Probabilistic Approach NeurIPS 2021 BAST: Bayesian Additive Regression Spanning Trees for Complex Constrained Domain NeurIPS 2021 Bayesian Active Learning by Soft Mean Objective Cost of Uncertainty AISTATS 2021 Bayesian Argumentation-Scheme Networks: A Probabilistic Model of Argument Validity Facilitated by Argumentation Schemes EMNLP 2021 Bayesian Bellman Operators NeurIPS 2021 Bayesian Coresets: Revisiting the Nonconvex Optimization Perspective AISTATS 2021 Bayesian decision-making under misspecified priors with applications to meta-learning NeurIPS 2021 Bayesian Deep Basis Fitting for Depth Completion With Uncertainty ICCV 2021 Bayesian Distributional Policy Gradients AAAI 2021 Bayesian Dynamic Mode Decomposition with Variational Matrix Factorization AAAI 2021 Bayesian Experience Reuse for Learning from Multiple Demonstrators IJCAI 2021 Bayesian Few-Shot Classification with One-vs-Each Pólya-Gamma Augmented Gaussian Processes ICLR 2021 Bayesian Inference for Optimal Transport with Stochastic Cost ACML 2021 Bayesian Latent Factor Model for Higher-order Data ACML 2021 Bayesian Model-Agnostic Meta-Learning with Matrix-Valued Kernels for Quality Estimation ACL 2021 Bayesian Model Averaging for Causality Estimation and its Approximation based on Gaussian Scale Mixture Distributions AISTATS 2021 Bayesian Nested Neural Networks for Uncertainty Calibration and Adaptive Compression CVPR 2021 Bayesian neural network unit priors and generalized Weibull-tail property ACML 2021 Bayesian Nonparametric Space Partitions: A Survey IJCAI 2021 Bayesian Optimization of Function Networks NeurIPS 2021