Bayesian & Probabilistic

Nonstationary multi-output Gaussian processes via harmonizable spectral mixtures AISTATS 2022 NSNet: A General Neural Probabilistic Framework for Satisfiability Problems NeurIPS 2022 Numerical Approximations of Log Gaussian Cox Process (Student Abstract) AAAI 2022 Offline RL Policies Should Be Trained to be Adaptive ICML 2022 Online Missing Value Imputation and Change Point Detection with the Gaussian Copula AAAI 2022 Online Neural Sequence Detection with Hierarchical Dirichlet Point Process NeurIPS 2022 Online Single-Microphone Source Separation using Non-Linear Autoregressive Models PGM 2022 Online Speaker Diarization with Core Samples Selection Interspeech 2022 Online Updating of Conditional Linear Gaussian Bayesian Networks PGM 2022 On PAC-Bayesian reconstruction guarantees for VAEs AISTATS 2022 On perfectness in Gaussian graphical models AISTATS 2022 On the Convergence of the Shapley Value in Parametric Bayesian Learning Games ICML 2022 On the definition and computation of causal treewidth UAI 2022 On the detrimental effect of invariances in the likelihood for variational inference NeurIPS 2022 On the inability of Gaussian process regression to optimally learn compositional functions NeurIPS 2022 On the Pitfalls of Heteroscedastic Uncertainty Estimation with Probabilistic Neural Networks ICLR 2022 On the rank of 2×2×2 probability tables PGM 2022 On the Value of Prior in Online Learning to Rank AISTATS 2022 On Uncertainty, Tempering, and Data Augmentation in Bayesian Classification NeurIPS 2022 Optimal Control with Learning on the Fly: System with Unknown Drift L4DC 2022 Optimal SQ Lower Bounds for Robustly Learning Discrete Product Distributions and Ising Models COLT 2022 Out of Distribution Data Detection Using Dropout Bayesian Neural Networks AAAI 2022 Overlapping Communities and Roles in Networks with Node Attributes: Probabilistic Graphical Modeling, Bayesian Formulation and Variational Inference (Extended Abstract) IJCAI 2022 Para-CFlows: C^k-universal diffeomorphism approximators as superior neural surrogates NeurIPS 2022 Parallel Tempering With a Variational Reference NeurIPS 2022