3 citations · 4 across the 4 of their papers we have counts for
5 papers
Dynamics of random recurrent neural networks: colored noise and sublinear activations
German Mato, Facundo Rigatuso, Gonzalo Torroba
We study the dynamics of recurrent neural networks with random couplings, sublinear odd activation functions, and temporally correlated noise. Using large N methods, we determine s…
Entanglement and Renormalization Group Irreversibility of Quantum Field Theory in AdS
Nicolás Abate, Ignacio Salazar, Gonzalo Torroba
We study nonperturbative aspects of quantum field theory (QFT) in rigid anti de Sitter (AdS) spacetime using quantum information theoretic methods. While irreversibility of renorma…
Statistics of correlations in nonlinear recurrent neural networks
German Mato, Facundo Rigatuso, Gonzalo Torroba
The statistics of correlations are central quantities characterizing the collective dynamics of recurrent neural networks. We derive exact expressions for the statistics of correla…
Irreversibility of quantum field theory in de Sitter: the C, F and A theorems
Nicolás Abate, Gonzalo Torroba
We prove the C, F and A irreversibility theorems in de Sitter spacetime for quantum field theories that are obtained as renormalization group flows from ultraviolet conformal fixed…
Quantum information and the C-theorem in de Sitter
Nicolás Abate, Gonzalo Torroba
Information-theoretic methods have led to significant advances in nonperturbative quantum field theory in flat space. In this work, we show that these ideas can be generalized to f…