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Wen-Jie Hu

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Review Open access Sep 2026

Mechanistic Insights and Therapeutic Potential of Plant-Derived Exosome-Like Nanovesicles in Skin Tissue Regeneration

Abstract The integrity of the skin barrier is paramount for human physiological homeostasis. Recently, plant-derived exosome-like nanovesicles (PENs) lipid bilayer nanostructures inherently enriched with diverse natural bioactive cargos have emerged as transformative nanotherapeutic platforms. Compared to conventional...

Xiao-Meng Ma, Jia-Yu Shi, Rui-Fang Li et al. · 0 citations
#machine learning Preprint Sep 2026

LIGE-GR: A Smooth Leap from Ranking to Generative Recommendation in the LLM Era

Instead of rebuilding the entire recommendation stack from scratch, LIGE-GR generalizes the existing pointwise recommendation system into a listwise generation system, which allows mature recommender systems to benefit from listwise optimization while preserving compatibility with existing models, value functions, and...

Venkat Srinivas, Chen-Zhang He, Sam Woodmansee et al. · 0 citations

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