The advantage of neural operators over neural networks (e.g. UNet or transformer) is in the ability to capture finer scales than the observed data resolution. In left figure below, the prediction at higher wave number (resolution) is where neural networks (NN) suffer if
Neural Operators Capture Finer Scales Than Traditional Networks
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