Zobrazeno 1 - 3
of 3
pro vyhledávání: '"Kevin T. Grosvenor, Ro Jefferson"'
Publikováno v:
SciPost Physics, Vol 12, Iss 3, p 081 (2022)
We explicitly construct the quantum field theory corresponding to a general class of deep neural networks encompassing both recurrent and feedforward architectures. We first consider the mean-field theory (MFT) obtained as the leading saddlepoint in
Externí odkaz:
https://doaj.org/article/4da9ae04912346f685123adb2103c6d3
Publikováno v:
SciPost Physics, Vol 8, Iss 5, p 073 (2020)
Motivated by the increasing connections between information theory and high-energy physics, particularly in the context of the AdS/CFT correspondence, we explore the information geometry associated to a variety of simple systems. By studying their Fi
Externí odkaz:
https://doaj.org/article/28357f55effd49ac89d44fbf5cab56bf
Publikováno v:
SciPost Physics, Vol 12, Iss 1, p 041 (2022)
We investigate the analogy between the renormalization group (RG) and deep neural networks, wherein subsequent layers of neurons are analogous to successive steps along the RG. In particular, we quantify the flow of information by explicitly computin
Externí odkaz:
https://doaj.org/article/20487cf07bf1449aaa627b653dd18b9a