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PreCorrector Proves Its Worth: Classical Preconditioners Meet Their Neural Match

  • A new approach called PreCorrector has been developed to enhance classical preconditioners for linear systems using neural networks.
  • PreCorrector outperforms classical preconditioners like IC(0) and ICt(1) in constructing better preconditioners for complex linear systems.
  • The neural design of PreCorrector improves efficiency and memory trade-off by achieving speed-ups compared to traditional preconditioners.
  • The PreCorrector approach showcases good generalization across different grids and datasets, maintaining quality during transfers for inference.

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