Predicting Dynamics of Ultra-Large Complex Systems by Inferring Governing Equations

ArXi:2604.00599v1 Announce Type: new Predicting the behavior of ultra-large complex systems, from climate to biological and technological networks, is a central unsolved challenge. Existing approaches face a fundamental trade-off: equation discovery methods provide interpretability but fail to scale, while neural networks scale but operate as black boxes and often lose reliability over long times. Here, we