Bayesian & Probabilistic

HyHTM: Hyperbolic Geometry-based Hierarchical Topic Model ACL 2023 Improved dimension dependence of a proximal algorithm for sampling COLT 2023 Improved Discretization Analysis for Underdamped Langevin Monte Carlo COLT 2023 Improving Adaptive Conformal Prediction Using Self-Supervised Learning AISTATS 2023 Improving Hyperparameter Learning under Approximate Inference in Gaussian Process Models ICML 2023 Improving multiple-try Metropolis with local balancing JMLR 2023 Inducing Point Allocation for Sparse Gaussian Processes in High-Throughput Bayesian Optimisation AISTATS 2023 Inference for Gaussian Processes with Matern Covariogram on Compact Riemannian Manifolds JMLR 2023 Infinite-dimensional optimization and Bayesian nonparametric learning of stochastic differential equations JMLR 2023 Input uncertainty propagation through trained neural networks ICML 2023 Integrating Random Effects in Deep Neural Networks JMLR 2023 Integration-free Training for Spatio-temporal Multimodal Covariate Deep Kernel Point Processes NeurIPS 2023 Interaction Measures, Partition Lattices and Kernel Tests for High-Order Interactions NeurIPS 2023 Interpreting Sentiment Composition with Latent Semantic Tree ACL 2023 Intrinsic Gaussian Process on Unknown Manifolds with Probabilistic Metrics JMLR 2023 Inverse-Reference Priors for Fisher Regularization of Bayesian Neural Networks AAAI 2023 Isotropic Gaussian Processes on Finite Spaces of Graphs AISTATS 2023 Joint Bayesian Inference of Graphical Structure and Parameters with a Single Generative Flow Network NeurIPS 2023 Kalman Bayesian Neural Networks for Closed-Form Online Learning AAAI 2023 Kernel-Matrix Determinant Estimates from stopped Cholesky Decomposition JMLR 2023 Kernel Stein Discrepancy thinning: a theoretical perspective of pathologies and a practical fix with regularization NeurIPS 2023 Knowledge Graph Embedding by Normalizing Flows AAAI 2023 Knowledge Graph Embeddings using Neural Ito Process: From Multiple Walks to Stochastic Trajectories ACL 2023 Latent Constraints on Unsupervised Text-Graph Alignment with Information Asymmetry AAAI 2023 LATENTLOGIC: Learning Logic Rules in Latent Space over Knowledge Graphs EMNLP 2023