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A conditional energy prior explicitly guides latent space towards perturbation-specific signals, unlocking an 83.2% improvement in perturbation recognition for cellular response prediction.
A new framework categorizes molecular LLM agents into four levels of autonomy, revealing critical gaps and risks in their deployment for scientific discovery.
