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Free energy of multi-layer generalized linear models

Chen, Hong-Bin et al.
arXiv (All) · Papers
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82b44disordered-systems-and-neural-networksinformation-theoryprobability
We compute the high-dimensional limit of the free energy associated with a multi-layer generalized linear model. Under certain technical assumptions, we identify the limit in terms of a variational formula. The approach is to first show that the limit is a solution to a Hamilton-Jacobi equation whos
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