paper论文✓ Verified已核验VC0058
Arc Virtual Cell Initiative Team, Goodarzi H. · Cell · 2026-08-26
Virtual Cell Challenge 2026 paper: benchmarking zero-shot generalization across contexts.2026挑战赛论文:跨细胞情境零样本泛化基准。
DOIPubMed
preprint预印本✓ Verified已核验VC0054
Denvis O. · Research Square · 2026-07-22
Empirical comparison of virtual cell models: the baseline gap persists.虚拟细胞模型实证比较:与基线差距依旧。
DOI
preprint预印本✓ Verified已核验VC0053
Vollenweider M, Bühlmann P. · bioRxiv · 2026-04-22
Signal, Bounds, and Baselines: principles for evaluating virtual cell perturbation models.虚拟细胞扰动模型评估原则:信号、上界与基线。
DOI
paper论文✓ Verified已核验VC0052
Viñas Torné R, Wiatrak M, Piran Z, Fan S, Jiang L, Teichmann SA, Nitzan M, Brbić M. · Nature biotechnology · 2025-08-25
Systema: evaluating perturbation prediction beyond systematic variation.Systema:剔除系统性变异后评估扰动预测。
DOIPubMed
paper论文✓ Verified已核验VC0048
Ahlmann-Eltze C, Huber W, Anders S. · Nature methods · 2025-08-04
Ahlmann-Eltze, Huber, Anders: deep models don't beat simple linear baselines for perturbation prediction.Ahlmann-Eltze等:深度模型未超越简单线性基线。
DOIPubMed
preprint预印本✓ Verified已核验VC0055
Hasanaj E, Cole E, Mohammadi S, Addagudi S, Zhang X, Song L, Xing EP. · bioRxiv · 2025-06-28
Multimodal benchmarking of FM representations for perturbation response.多模态基础模型表示的扰动预测基准。
DOI