Tag: PINNs

All the articles with the tag "PINNs".

• Why Neural Networks Solve the Wrong Equation

  Published:May 1, 2026 |  at 03:45 AM

  Physics-Informed Neural Networks promise to solve the equations governing reality — heat flow, fluid dynamics, structural stress. But nearly everyone enforces boundary conditions wrong, producing low training losses and physically meaningless results. Here's the fix nobody uses.