4 citations · 4 across the 1 of their papers we have counts for
2 papers
quant-ph2022★ 4 cited
Deep Neural Networks as the Semi-classical Limit of Topological Quantum Neural Networks: The problem of generalisation
Antonino Marciano, Emanuele Zappala, Tommaso Torda +5
Deep Neural Networks miss a principled model of their operation. A novel framework for supervised learning based on Topological Quantum Field Theory that looks particularly well su…
cond-mat.dis-nn2020
Deep Neural Networks as the Semi-classical Limit of Quantum Neural Networks
Antonino Marciano, Deen Chen, Filippo Fabrocini* +7
Our work intends to show that: (1) Quantum Neural Networks (QNN) can be mapped onto spinnetworks, with the consequence that the level of analysis of their operation can be carried…