This plot is from our 3rd #TMLR journal paper of the year - lnkd.in/e9NWcPcK - on generalization bounds for #DeepOperatorNet methods of PDE solving. #AI4Science Our prediction from theory is this: *use Huber loss to solve PDEs* - and here's a demonstrative comparison on Heat PDE