This Nature study explains how quantum convolutional neural networks identify non-thermal quantum scars in many-body systems. Using IBM quantum devices, the work illustrates a novel approach to classifying quantum states and controlling errors. Readers are encouraged to explore these findings to understand emerging techniques in quantum state analysis.