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**Prioritize measurable end nodes (effects)** - The **final nodes in the chain should, whenever possible, correspond to (or can be inferred from) measurable outputs from the assays

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cs.LG 1

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2026 1

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UNVERDICTED 1

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Towards Autonomous Mechanistic Reasoning in Virtual Cells

cs.LG · 2026-04-13 · unverdicted · novelty 5.0 · 2 refs

VCR-Agent uses mechanistic action graphs and verifier filtering to autonomously produce validated biological explanations from the Tahoe-100M atlas, yielding the VC-TRACES dataset that improves factual precision and gene expression prediction when used for training.

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  • Towards Autonomous Mechanistic Reasoning in Virtual Cells cs.LG · 2026-04-13 · unverdicted · none · ref 5 · 2 links

    VCR-Agent uses mechanistic action graphs and verifier filtering to autonomously produce validated biological explanations from the Tahoe-100M atlas, yielding the VC-TRACES dataset that improves factual precision and gene expression prediction when used for training.