Partial Differential Equations

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Physics-Informed Neural Networks fail on chaotic, time-dependent differential equations
“Optimization ends up being usually very difficult, especially for problems that are time-dependent, meaning it's not just stationary, you also have time, and the time component in many cases could be turbulent, like in the case of fluid dynamics, you know, you…”
Anima Anandkumar Aug 26, 2026 ▶ 12:24 🔬 Why Transformers Hit a Wall the Moment Physics Shows Up — Anima Anandkumar, Caltech

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