Optimal Lottery Tickets via SubsetSum: Logarithmic Over-Parameterization is Sufficient

Nagle Alliot
Nagle Alliot
Papailiopoulos Dimitris
Papailiopoulos Dimitris
Cited by: 0|Views6

Abstract:

The strong {\it lottery ticket hypothesis} (LTH) postulates that one can approximate any target neural network by only pruning the weights of a sufficiently over-parameterized random network. A recent work by Malach et al.~\cite{MalachEtAl20} establishes the first theoretical analysis for the strong LTH: one can provably approximate a n...More

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