Stanford's Anshul Kundaje Slams 'Universal Virtual Cell': Perturbation Prediction Is the Wrong Metric

anshulkundaje · x · 2026-10-08

Stanford professor Anshul Kundaje criticized vague 'universal virtual cell' claims: perturbation prediction performance is the wrong metric by itself. Model building must be grounded in real biological systems with varying prior knowledge, experimental tractability and malleability, and honestly defined levels of generalization of increasing difficulty—no more cheating by cherry-picking favorable scenarios.

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