most citedUncertainty Quantification for Linear Inverse Problems with Besov Prior: A Randomize-Then-Optimize Method

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stat.ML2025

Sparsity via Hyperpriors: A Theoretical and Algorithmic Study under Empirical Bayes Framework

Zhitao Li, Yiqiu Dong, Xueying Zeng

This paper presents a comprehensive analysis of hyperparameter estimation within the empirical Bayes framework (EBF) for sparse learning. By studying the influence of hyperpriors o…