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stat.ML2023
An efficient likelihood-free Bayesian inference method based on sequential neural posterior estimation
Yifei Xiong, Xiliang Yang, Sanguo Zhang +1
Sequential neural posterior estimation (SNPE) techniques have been recently proposed for dealing with simulation-based models with intractable likelihoods. Unlike approximate Bayes…
stat.ML2023
Simulation-based Bayesian Inference from Privacy Protected Data
Yifei Xiong, Nianqiao Phyllis Ju, Sanguo Zhang
Many modern statistical analysis and machine learning applications require training models on sensitive user data. Under a formal definition of privacy protection, differentially p…