KFrank:

I’m willing to believe that Winograd’s minimal-filtering algorithm can
be used in practice to speed up CNNs.


For the sake of completeness: winograd algos can be picked by cudnnFind (via torch.backends.cudnn.benchmark = True), if they are the fastest algo for this particular workload.
E.g. the cudnn docs mention it here 10.