Duke AI Reveals Simple Rules Behind Chaotic Systems
Key Highlights The Big Picture: Duke researchers unveiled an AI that distills chaotic, high‑dimensional data into clear, low‑dimensional equations. Technical Edge: The framework blends deep learning with physics‑based constraints to produce linear‑like models that are 10× smaller than prior methods. The Bottom Line: Scientists can now grasp hidden laws in weather, circuits, or biology without hand‑crafting complex formulas. 🎯 Complex systems—from swinging pendulums to climate models—often drown us in endless variables. This AI finds simple rules where humans see only chaos, turning raw time‑series data into compact, interpretable models that still predict long‑term behavior. ...