Author

De-Shuang Huang

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Open access Aug 2026

Constructing Algorithmic Stability from Support Unlearning

Uniform algorithmic stability is a classical route to non-vacuous generalization bounds, yet existing analyses typically track the forward optimization trajectory on adjacent training sets. This paper develops a different construction of the same stability parameter. We introduce support unlearning, a deletion axiom th...

Huixin Ma, P. H. Ng, De-Shuang Huang · Mathematics · 0 citations

Open access Sep 2026

A systematic single-cell analysis of enhancer RNAs across human and mouse

Abstract Enhancer RNAs (eRNAs) contribute to gene expression specificity, yet their expression patterns at single-cell resolution remain poorly understood. Across 184 329 high-quality single cells from 187 full-length single-cell RNA-seq datasets, we identified 85 977 human and 82 727 mouse eRNAs, which were sparsely d...

Hao Rong, He-Ting Liu, Yan-Guo Li et al. · Nucleic Acids Research · 0 citations