Nature Machine Intelligence, Published online: 13 October 2026; doi:10.1038/s42256-026-01310-z

Cao et al. present AMIFound, a foundation model that unifies medical image restoration across seven imaging modalities, delivering robust enhancement across diverse degradations and preserving clinically relevant information for diagnosis.

Nature Machine Intelligence, Published online: 26 August 2026; doi:10.1038/s42256-026-01286-w

Feng et al. introduce MAP, an artificial intelligence framework that integrates biological mechanism knowledge to predict how cells respond to chemical perturbation, improving generalization to untested drugs and prioritizing cancer drug candidates in virtual screening.