Bayesian Inference

Uncertainty Regularized Multi-Task Learning ACL 2022 Understanding Dynamic Tactile Sensing for Liquid Property Estimation RSS 2022 Understanding Non-linearity in Graph Neural Networks from the Bayesian-Inference Perspective NeurIPS 2022 Unified Multivariate Gaussian Mixture for Efficient Neural Image Compression CVPR 2022 Unifying Importance Based Regularisation Methods for Continual Learning AISTATS 2022 Unlabeled Data Help in Graph-Based Semi-Supervised Learning: A Bayesian Nonparametrics Perspective JMLR 2022 UQGAN: A Unified Model for Uncertainty Quantification of Deep Classifiers trained via Conditional GANs NeurIPS 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 Validating Causal Inference Methods ICML 2022 Variational Continual Proxy-Anchor for Deep Metric Learning AISTATS 2022 Variational Gaussian Processes: A Functional Analysis View AISTATS 2022 Variational Inference for Discriminative Learning with Generative Modeling of Feature Incompletion ICLR 2022 Variational Inference for Infinitely Deep Neural Networks ICML 2022 Variational Inference in high-dimensional linear regression JMLR 2022 Variational inference via Wasserstein gradient flows NeurIPS 2022 Variational Inference with Locally Enhanced Bounds for Hierarchical Models ICML 2022 Variational Learning for Unsupervised Knowledge Grounded Dialogs IJCAI 2022 Variational Marginal Particle Filters AISTATS 2022 Variational methods for simulation-based inference ICLR 2022 Variational Mixtures of ODEs for Inferring Cellular Gene Expression Dynamics ICML 2022 Variational Model Perturbation for Source-Free Domain Adaptation NeurIPS 2022 Variational multiple shooting for Bayesian ODEs with Gaussian processes UAI 2022 Variational nearest neighbor Gaussian process ICML 2022 VariGrow: Variational Architecture Growing for Task-Agnostic Continual Learning based on Bayesian Novelty ICML 2022