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Distilling models using the linear representation hypothesisMeet the Fellows Welcome Event Fall 20242024-09-03
Claim: neural nets that implicitly encode decision trees via the linear representation hypothesis admit extraction. Method: run many linear probes (ordinary…
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Learning StaircasesDeep Learning Theory Symposium 20212021-12-03
Claim: certain nested “staircase” Boolean functions with growing degree are not kernel learnable (NTK/random features require ~D^K samples/features) but are…
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