Complex AI Models Fail to Outshine Simple Methods in Predicting Gene Expression Changes
Despite their sophistication, state-of-the-art deep learning models fail to surpass simple baseline methods in accurately predicting gene expression changes caused by genetic perturbations, with higher errors observed for complex models, particularly in cases of double gene perturbations.