paper✓ VerifiedVC0058
Arc Virtual Cell Initiative Team, Goodarzi H. · Cell · 2026-08-26
Virtual Cell Challenge 2026 paper: benchmarking zero-shot generalization across contexts.
DOIPubMed
preprint✓ VerifiedVC0054
Denvis O. · Research Square · 2026-07-22
Empirical comparison of virtual cell models: the baseline gap persists.
DOI
preprint✓ VerifiedVC0034
Kalfon J, Peyré G, Cantini L. · bioRxiv · 2025-12-15
scPRINT-2: next-gen cell foundation models and benchmarks.
DOI
paper✓ VerifiedVC0004
Ma C, Zhang H, Rao Y, Jiang X, Liu B, Sun Z, Song Z, Gao Y, Cui Y, Liu X, Li Z. · NPJ digital medicine · 2025-12-11
Review of AI virtual cell models in preclinical research: technical pathways and validation.
DOIPubMed
paper✓ VerifiedVC0052
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.
DOIPubMed
paper✓ VerifiedVC0048
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.
DOIPubMed