Elisenda Grigsby Functional Dimension Of Relu Networks, youtube mp3 indir
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56:39
Elisenda Grigsby - Functional dimension of ReLU Networks
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In this talk, I will carefully define the notion of the local functional dimension of a feedforward ReLU network function, discuss the relationship between local functional dimension of a parameter and the geometry of the underlying decomposition of the domain into linear regions, and present some preliminary experimental results suggesting that the probability distribution of the functional dimension at initialization is both interesting and architecture-dependent. Some of this work is joint with Kathryn Lindsey, Rob Meyerhoff, and Chenxi Wu, and some is joint with Kathryn Lindsey and David Rolnick.