Probabilistic Modeling

Bayesian Model Averaging of Chain Event Graphs for Robust Explanatory Modelling PGM 2022 Bayesian Multinomial Logistic Normal Models through Marginally Latent Matrix-T Processes JMLR 2022 Bayesian Object Models for Robotic Interaction with Differentiable Probabilistic Programming CoRL 2022 Bayesian quantile and expectile optimisation UAI 2022 Bayesian Spline Learning for Equation Discovery of Nonlinear Dynamics with Quantified Uncertainty NeurIPS 2022 Behavior Priors for Efficient Reinforcement Learning JMLR 2022 Bias aware probabilistic Boolean matrix factorization UAI 2022 Bi-Level Doubly Variational Learning for Energy-Based Latent Variable Models CVPR 2022 CATVI: Conditional and Adaptively Truncated Variational Inference for Hierarchical Bayesian Nonparametric Models AISTATS 2022 Coherent Probabilistic Aggregate Queries on Long-horizon Forecasts IJCAI 2022 Complex Video Action Reasoning via Learnable Markov Logic Network CVPR 2022 Concrete Score Matching: Generalized Score Matching for Discrete Data NeurIPS 2022 Conditionally Tractable Density Estimation using Neural Networks AISTATS 2022 Connectome-constrained Latent Variable Model of Whole-Brain Neural Activity ICLR 2022 Continual Repeated Annealed Flow Transport Monte Carlo ICML 2022 Continuously Tempered PDMP samplers NeurIPS 2022 Contraction rates for sparse variational approximations in Gaussian process regression JMLR 2022 Contribution of the glottal flow residual in affect-related voice transformation Interspeech 2022 CoordiNet: Uncertainty-Aware Pose Regressor for Reliable Vehicle Localization WACV 2022 Creating Training Sets via Weak Indirect Supervision ICLR 2022 Deconvolutional Density Network: Modeling Free-Form Conditional Distributions AAAI 2022 DeepExtrema: A Deep Learning Approach for Forecasting Block Maxima in Time Series Data IJCAI 2022 Deep Hybrid Models for Out-of-Distribution Detection CVPR 2022 Deep Neyman-Scott Processes AISTATS 2022 Deterministic Langevin Monte Carlo with Normalizing Flows for Bayesian Inference NeurIPS 2022