Overall I haven't thought about it that much but it seems interesting. (I thought your NTK summary was good.)
With respect to alignment, the main lesson I've taken away is to be careful about intuitions that come from "building up structure slowly," you should at least check that all of your methods work fine in the local linear regime where in some sense everything is in there at the start and you are just perturbing weights a tiny bit. I think this has been useful for perspective. In some sense it's something you think about automatically when focusing on... (read more)
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