Yeah, the main application of deep learning theory is muP; the main application to safety is probably not that. muP by itself is not relevant to safety, except insofar as it means people don’t use NTKs as their toy model (though they probably weren’t anyways).
I bring up muP because it’s the main (or only) concrete application of deep learning theory; insofar as you dismiss theory b/c there’s no wins, muP is evidence against that conclusion, in the same way that a lack of other wins is evidence for.
Yeah, the main application of deep learning theory is muP; the main application to safety is probably not that. muP by itself is not relevant to safety, except insofar as it means people don’t use NTKs as their toy model (though they probably weren’t anyways).
I bring up muP because it’s the main (or only) concrete application of deep learning theory; insofar as you dismiss theory b/c there’s no wins, muP is evidence against that conclusion, in the same way that a lack of other wins is evidence for.