Bayesian & Probabilistic

Bregman Proximal Langevin Monte Carlo via Bregman-Moreau Envelopes ICML 2022 Byzantine-tolerant federated Gaussian process regression for streaming data NeurIPS 2022 CATVI: Conditional and Adaptively Truncated Variational Inference for Hierarchical Bayesian Nonparametric Models AISTATS 2022 Causal Discovery and Reinforcement Learning: A Synergistic Integration PGM 2022 Coherent Probabilistic Aggregate Queries on Long-horizon Forecasts IJCAI 2022 ColorCode: A Bayesian Approach to Augmentative and Alternative Communication with Two Buttons ACL 2022 Combining Constraint Solving and Bayesian Techniques for System Optimization 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 Constrained Policy Optimization via Bayesian World Models ICLR 2022 Constraining Gaussian Processes to Systems of Linear Ordinary Differential Equations NeurIPS 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 Contrastive Neural Ratio Estimation NeurIPS 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 C-Planning: An Automatic Curriculum for Learning Goal-Reaching Tasks ICLR 2022 Creating Training Sets via Weak Indirect Supervision ICLR 2022 Curiosity-Driven Exploration via Latent Bayesian Surprise AAAI 2022 Data Augmentation MCMC for Bayesian Inference from Privatized Data NeurIPS 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