bayesian inference

A Mean-Field Variational Inference Approach to Deep Image Prior for Inverse Problems in Medical Imaging MIDL 2021 Amortized Bayesian Prototype Meta-learning: A New Probabilistic Meta-learning Approach to Few-shot Image Classification AISTATS 2021 Amortized Conditional Normalized Maximum Likelihood: Reliable Out of Distribution Uncertainty Estimation ICML 2021 An Alternative Probabilistic Interpretation of the Huber Loss CVPR 2021 Analysis of high-dimensional Continuous Time Markov Chains using the Local Bouncy Particle Sampler JMLR 2021 Animal pose estimation from video data with a hierarchical von Mises-Fisher-Gaussian model AISTATS 2021 Antipodes of Label Differential Privacy: PATE and ALIBI NeurIPS 2021 An Unsupervised Deep Learning Approach for Real-World Image Denoising ICLR 2021 A Probabilistic State Space Model for Joint Inference from Differential Equations and Data NeurIPS 2021 A sampling-based circuit for optimal decision making NeurIPS 2021 A statistical perspective on distillation ICML 2021 Asymptotic Normality, Concentration, and Coverage of Generalized Posteriors JMLR 2021 A Unifying Bayesian Formulation of Measures of Interpretability in Human-AI Interaction IJCAI 2021 A Variational Inference Approach to Learning Multivariate Wold Processes AISTATS 2021 Bayesian Bellman Operators NeurIPS 2021 Bayesian Context Aggregation for Neural Processes ICLR 2021 Bayesian Deep Basis Fitting for Depth Completion With Uncertainty ICCV 2021 Bayesian Deep Graph Matching for Correspondence Identification in Collaborative Perception RSS 2021 Bayesian Distance Clustering JMLR 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 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