Our new Perspective is out in @CommsPhys: Decoding complexity through machine learning is redefining scientific discovery! We discuss how ML is reshaping science across systems with known, partial, or unknown governing principles!! https://doi.org/10.1038/s42005-026-02676-7 #AI4Science #Discovery