research
          
      
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      05/05/2022
    Lagrangian PINNs: A causality-conforming solution to failure modes of physics-informed neural networks
Physics-informed neural networks (PINNs) leverage neural-networks to fin...
          
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      06/28/2020
    Physics-aware registration based auto-encoder for convection dominated PDEs
We design a physics-aware auto-encoder to specifically reduce the dimens...
          
            research
          
      
      ∙
      08/03/2018
     
             
  
  
     
                             
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