Author

Shui-Zhou Chen

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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

Review Jul 2026

SciForge: An AI-Native, Multimodal Workbench for Scientific Discovery

SciForge is a multimodal research-native AI workbench that reserves the graphical interface for human judgment while search, parsing, model routing, workflow execution, plotting, writing, and presentation generation run as modular agent-accessible services.

SciForge Team Zhangyang Gao, Minghao Fang, Yifei Liu et al. · arXiv.org · 0 citations