Bayesian & Probabilistic

Multilevel Bayesian Quadrature AISTATS 2023 Multi-Stream Extension of Variational Bayesian HMM Clustering (MS-VBx) for Combined End-to-End and Vector Clustering-based Diarization Interspeech 2023 Multi Time Scale World Models NeurIPS 2023 Multi-view Collaborative Gaussian Process Dynamical Systems JMLR 2023 MV-Datalog+/-: Effective Rule-based Reasoning with Uncertain Observations (Extended Abstract) IJCAI 2023 Nearest Neighbor Dirichlet Mixtures JMLR 2023 NeoMaPy: A Framework for Computing MAP Inference on Temporal Knowledge Graphs IJCAI 2023 Neural Circuits for Fast Poisson Compressed Sensing in the Olfactory Bulb NeurIPS 2023 Neural Diffusion Processes ICML 2023 Neural Latent Geometry Search: Product Manifold Inference via Gromov-Hausdorff-Informed Bayesian Optimization NeurIPS 2023 Neural Markov Jump Processes ICML 2023 Neural probabilistic logic programming in discrete-continuous domains UAI 2023 Neural Spline Search for Quantile Probabilistic Modeling AAAI 2023 Noise-Adaptive Thompson Sampling for Linear Contextual Bandits NeurIPS 2023 Noise-Aware Statistical Inference with Differentially Private Synthetic Data AISTATS 2023 Non-adversarial training of Neural SDEs with signature kernel scores NeurIPS 2023 Nonmyopic Multiclass Active Search with Diminishing Returns for Diverse Discovery AISTATS 2023 No-regret Sample-efficient Bayesian Optimization for Finding Nash Equilibria with Unknown Utilities AISTATS 2023 Normalizing Flow Ensembles for Rich Aleatoric and Epistemic Uncertainty Modeling AAAI 2023 Normalizing Flows for Human Pose Anomaly Detection ICCV 2023 NormMark: A Weakly Supervised Markov Model for Socio-cultural Norm Discovery ACL 2023 Not all Strongly Rayleigh Distributions Have Small Probabilistic Generating Circuits ICML 2023 NPCL: Neural Processes for Uncertainty-Aware Continual Learning NeurIPS 2023 NTS-NOTEARS: Learning Nonparametric DBNs With Prior Knowledge AISTATS 2023 On Building a Semi-Automated Framework for Generating Causal Bayesian Networks from Raw Text IJCAI 2023