Author

De-Shuang Huang

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Open access Aug 2026

Constructing Algorithmic Stability from Support Unlearning

Support unlearning is introduced, a deletion axiom that aligns only the support of a post-deletion map with that of retraining and is strictly weaker than certified unlearning, and it is proved that unlearning stability coincides with classical uniform stability and controls the generalization gap.

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

The full transcription of a colorectal cancer-associated eRNA is confirmed, whose elevated plasma levels, diagnostic performance, and postoperative reduction support its potential as a noninvasive biomarker for colon cancer detection and monitoring.

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