Author

Qian-Wen Gao

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#artificial intelligence Open access Mar 2026

SCALE: Scalable Conditional Atlas-Level Endpoint Transport for virtual cell perturbation prediction

A conditional transport model that represents cells as unordered sets and predicts treated populations without cell-level matching that enables perturbation-specific prediction from unpaired populations and supports experimental prioritization is presented.

Shui-Zhou Chen, Lang Yu, Xu Lin et al. · bioRxiv · 0 citations

#artificial intelligence Preprint Aug 2026

CHASE: How Content Ecosystems Are Reshaped When Ranking Is the Only Target

Findings show how repeated optimization against a fixed LLM ranking signal can reshape both content populations and the incentives faced by content creators.

Qian-Wen Gao, Z. Su, Yi-Wen Hou et al. · 0 citations