Author

Xin-Yu Feng

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#machine learning Preprint Oct 2026

Generative modeling of intrinsically disordered protein regions by reinforcing sparse autoencoder features

Intrinsically disordered protein regions (IDRs) play central roles in cellular processes such as transcriptional regulation, signal transduction, and subcellular localization, yet their functional design remains challenging. Structure-based design methods do not readily apply to IDRs, and existing protein language mode...

J. Liu, Sebastian Ibarraran, Frank Hu et al. · 0 citations

Open access Sep 2026

A Dual-Physics-Informed Neural Network with Incremental Learning for Corrosion Fatigue Crack Growth Prediction in Aluminum Alloys

Aluminum alloys used in aircraft structures are susceptible to corrosion fatigue cracking under combined aggressive environments and cyclic loading, threatening structural integrity. Pure data-driven models often fail under distribution shifts, while single-physics-informed neural networks (PINNs) lack flexibility in c...

Yong-Zhen Zhang, Xin-Yu Feng, Dong-Xu Zhang et al. · Metals · 0 citations