Emanuele Zappala

activity

20202025

most citedDeep Neural Networks as the Semi-classical Limit of Topological Quantum Neural Networks: The problem of generalisation

4 citations · 13 across the 10 of their papers we have counts for

collaborators

Showing 2022Show all

2 papers · 1 filter

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…

gr-qc2022★ 3 cited

On the dynamical emergence of $S U_{q} (2)$ from the regularization of $2 + 1 D$ gravity with cosmological constant

Niels Gresnigt, Antonino Marciano, Emanuele Zappala

The quantization of the reduced phase-space of the Einstein-Hilbert action for gravity in $2 + 1 D$ has been shown to bring about the emergence, at the quantum level, of a topological…

Deep Neural Networks as the Semi-classical Limit of Topological Quantum Neural Networks: The problem of generalisation

On the dynamical emergence of SUq​(2) from the regularization of 2+1D gravity with cosmological constant

On the dynamical emergence of $S U_{q} (2)$ from the regularization of $2 + 1 D$ gravity with cosmological constant