AI RESEARCH
CellScientist: Dual-Space Hierarchical Orchestration for Closed-Loop Refinement of Virtual Cell Models
arXiv CS.LG
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ArXi:2605.07335v1 Announce Type: new Virtual Cell Modeling (VCM) requires models that not only predict perturbation responses, but also targeted revision when predictions fail. Current LLM-assisted modeling workflows face a refinement-routing problem: prediction discrepancies are observed through executable implementations, but the relevant revision may involve the modeling assumption, representation design, implementation, or task constraint.