bayesian inference

Empirical Bayesian Approaches for Robust Constraint-based Causal Discovery under Insufficient Data IJCAI 2022 Estimating Causal Effects under Network Interference with Bayesian Generalized Propensity Scores JMLR 2022 Expectation programming: Adapting probabilistic programming systems to estimate expectations efficiently UAI 2022 Exploiting locality in high-dimensional Factorial hidden Markov models JMLR 2022 Fast and Robust Rank Aggregation against Model Misspecification JMLR 2022 Fast Bayesian Estimation of Point Process Intensity as Function of Covariates NeurIPS 2022 Fast Bayesian Inference with Batch Bayesian Quadrature via Kernel Recombination NeurIPS 2022 Feature Space Particle Inference for Neural Network Ensembles ICML 2022 FedPop: A Bayesian Approach for Personalised Federated Learning NeurIPS 2022 Finite-Time Regret of Thompson Sampling Algorithms for Exponential Family Multi-Armed Bandits NeurIPS 2022 Fixed-Distance Hamiltonian Monte Carlo NeurIPS 2022 Forward-Backward Latent State Inference for Hidden Continuous-Time semi-Markov Chains NeurIPS 2022 From Dirichlet to Rubin: Optimistic Exploration in RL without Bonuses ICML 2022 Fully General Online Imitation Learning JMLR 2022 Functional Ensemble Distillation NeurIPS 2022 Grassmann Stein Variational Gradient Descent AISTATS 2022 How Good Are Low-Rank Approximations in Gaussian Process Regression? AAAI 2022 Identification of Linear Latent Variable Model with Arbitrary Distribution AAAI 2022 Importance Weighted Kernel Bayes’ Rule ICML 2022 Inference and Learning with Model Uncertainty in Probabilistic Logic Programs AAAI 2022 Infinite SCAN: An Infinite Model of Diachronic Semantic Change EMNLP 2022 Interpreting Time-Varying Dynamic Bayesian Networks for Earth Climate Modelling PGM 2022 Is Bayesian Model-Agnostic Meta Learning Better than Model-Agnostic Meta Learning, Provably? AISTATS 2022 Joint 3D Object Detection and Tracking Using Spatio-Temporal Representation of Camera Image and LiDAR Point Clouds AAAI 2022 Joint Estimation of Direction-of-Arrival and Distance for Arrays with Directional Sensors based on Sparse Bayesian Learning Interspeech 2022