summary statistic

Communication-efficient Distributed Statistical Inference for Massive Data with Heterogeneous Auxiliary Information JMLR 2026 Deep Generative Quantile Bayes AISTATS 2025 Sparse Causal Effect Estimation using Two-Sample Summary Statistics in the Presence of Unmeasured Confounding AISTATS 2025 Differentially Private Distributed Bayesian Linear Regression with MCMC ICML 2023 Is Learning Summary Statistics Necessary for Likelihood-free Inference? ICML 2023 Multi-task learning with summary statistics NeurIPS 2023 Fitting summary statistics of neural data with a differentiable spiking network simulator NeurIPS 2021 Partially Exchangeable Networks and Architectures for Learning Summary Statistics in Approximate Bayesian Computation ICML 2019 A Likelihood-Free Inference Framework for Population Genetic Data using Exchangeable Neural Networks NeurIPS 2018 DR-ABC: Approximate Bayesian Computation with Kernel-Based Distribution Regression ICML 2016 Optimization Monte Carlo: Efficient and Embarrassingly Parallel Likelihood-Free Inference NeurIPS 2015 Distances between Data Sets Based on Summary Statistics JMLR 2007