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Version devBuilt at: 2026-10-16 19:33:48 EDT

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@scilightpress.bsky.socialOct 16, 2026, 1:02 PM

🤖Can physics-informed neural networks improve granular flow predictions?

Researchers developed an enhanced PINN framework to solve forward and inverse problems in granular flow.

Smart Chemical Eengineering
doi.org/10.53941/sce...

#MachineLearning #GranularFlow #PINN

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@tmlr-pub.bsky.socialSep 22, 2026, 12:20 AM

ProPINN: Demystifying Propagation Failures in Physics Informed Neural Networks

Yuezhou Ma, Haixu Wu, Hang Zhou, Huikun Weng, Jianmin Wang, Mingsheng Long

Action editor: Lei Feng

https://openreview.net/forum?id=Wy54lrFd46

#propagation #pinn #pinns