Nonparametric Bayesian

Adaptive Nonparametric Perturbations of Parametric Models with Generalized Bayes JMLR 2026 Covariate-dependent Hierarchical Dirichlet Processes JMLR 2026 Kronecker-Structured Nonparametric Spatiotemporal Point Processes UAI 2026 HDP-Flow: Generalizable Bayesian Nonparametric Model for Time Series State Discovery UAI 2025 Nonparametric Bayesian inference of item-level features in classifier combination UAI 2025 Nonparametric Bayesian Multi-Facet Clustering for Longitudinal Data UAI 2025 Truncated Inverse-Lévy Measure Representation of the Beta Process AISTATS 2025 Weighted Sum of Gaussian Process Latent Variable Models AISTATS 2025 A Metalearned Neural Circuit for Nonparametric Bayesian Inference NeurIPS 2024 Bayesian Bi-clustering of Neural Spiking Activity with Latent Structures ICLR 2024 Bayesian Nonparametrics Meets Data-Driven Distributionally Robust Optimization NeurIPS 2024 Nonstationary Sparse Spectral Permanental Process NeurIPS 2024 Parsing neural dynamics with infinite recurrent switching linear dynamical systems ICLR 2024 Spatial properties of Bayesian unsupervised trees COLT 2024 Bounded rationality in structured density estimation NeurIPS 2023 Scale-Invariant Infinite Hierarchical Topic Model ACL 2023 Bayesian Nonparametric Learning for Point Processes with Spatial Homogeneity: A Spatial Analysis of NBA Shot Locations ICML 2022 Nonparametric Uncertainty Quantification for Single Deterministic Neural Network NeurIPS 2022 Numerical Approximations of Log Gaussian Cox Process (Student Abstract) AAAI 2022 Probabilistic Fusion of Neural Networks that Incorporates Global Information ACML 2022 Reinforcement Learning in Presence of Discrete Markovian Context Evolution ICLR 2022 Thinned random measures for sparse graphs with overlapping communities NeurIPS 2022 Anchor & Transform: Learning Sparse Embeddings for Large Vocabularies ICLR 2021 Online Learning of a Probabilistic and Adaptive Scene Representation CVPR 2021 Infinite ShapeOdds: Nonparametric Bayesian Models for Shape Representations AAAI 2020