Bayesian & Probabilistic

Transformer Uncertainty Estimation with Hierarchical Stochastic Attention AAAI 2022 Traversing Time with Multi-Resolution Gaussian Process State-Space Models L4DC 2022 Truncated proposals for scalable and hassle-free simulation-based inference NeurIPS 2022 Trusted Multi-View Deep Learning with Opinion Aggregation AAAI 2022 Tuning-Free Generalized Hamiltonian Monte Carlo AISTATS 2022 Uncertainty-Aware Learning against Label Noise on Imbalanced Datasets AAAI 2022 Uncertainty Estimation for Multi-view Data: The Power of Seeing the Whole Picture NeurIPS 2022 Understanding Non-linearity in Graph Neural Networks from the Bayesian-Inference Perspective NeurIPS 2022 Understanding the Variance Collapse of SVGD in High Dimensions ICLR 2022 Unifying Likelihood-free Inference with Black-box Optimization and Beyond ICLR 2022 Unlabeled Data Help in Graph-Based Semi-Supervised Learning: A Bayesian Nonparametrics Perspective JMLR 2022 Updating Probability Intervals with Uncertain Inputs IJCAI 2022 Using Mixed-Effects Models to Learn Bayesian Networks from Related Data Sets PGM 2022 Using Shapley Values and Variational Autoencoders to Explain Predictive Models with Dependent Mixed Features JMLR 2022 VAEL: Bridging Variational Autoencoders and Probabilistic Logic Programming NeurIPS 2022 VaiPhy: a Variational Inference Based Algorithm for Phylogeny NeurIPS 2022 Variational Inference in high-dimensional linear regression JMLR 2022 Variational inference via Wasserstein gradient flows NeurIPS 2022 Variational message passing neural network for Maximum-A-Posteriori (MAP) inference UAI 2022 Variational nearest neighbor Gaussian process ICML 2022 Variational oracle guiding for reinforcement learning ICLR 2022 Who did it? Identifying the Most Likely Origins of Events PGM 2022 Why the Rich Get Richer? On the Balancedness of Random Partition Models ICML 2022 Wide Bayesian neural networks have a simple weight posterior: theory and accelerated sampling ICML 2022 Wide Mean-Field Bayesian Neural Networks Ignore the Data AISTATS 2022