2 papers
cond-mat.dis-nn2024
Arbitrage equilibrium and the emergence of universal microstructure in deep neural networks
Venkat Venkatasubramanian, N Sanjeevrajan, Manasi Khandekar +2
Despite the stunning progress recently in large-scale deep neural network applications, our understanding of their microstructure, 'energy' functions, and optimal design remains in…
cond-mat.stat-mech2023
Jaynes Machine: The universal microstructure of deep neural networks
Venkat Venkatasubramanian, N. Sanjeevrajan, Manasi Khandekar
We present a novel theory of the microstructure of deep neural networks. Using a theoretical framework called statistical teleodynamics, which is a conceptual synthesis of statisti…