Author

Xinyue Liu

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#machine learning Open access Jul 2025

Capturing Unseen Spatial Heat Extremes Through Dependence‐Aware Generative Modeling

DeepX‐GAN (Dependence‐Enhanced Embedding for Physical eXtremes—Generative Adversarial Network) is introduced, a deep generative model that explicitly captures the spatial structure of rare extremes and enables the simulation of statistically plausible extremes beyond the observed record, evaluated against long climate...

Xin-Yue Liu, Xiao Peng, Shu-Yue Yan et al. · Earth's Future · 0 citations

Open access Jul 2026

Shared CRISPR arrays underpin type I-A/I-B coexistence.

A shared-array logic in which Cas6a/Cas6b-compatible processing routes a single pre-crRNA to multiple type I effectors providing a potential mechanism for subtype co-existence, a plausible explanation for array-less (or "orphan") interference modules, and an evolutionary bet-hedging strategy that prevents Acrs from shu...

Kunming Liu, Chunjiang Ren, Xinyue Liu et al. · Protein & Cell · 0 citations