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

no code implementations • 25 Oct 2022 • Antonino Marciano, Deen Chen, Filippo Fabrocini, Chris Fields, Matteo Lulli, Emanuele Zappala

Deep Neural Networks miss a principled model of their operation.

Structure and Isotropy of Lattice Pressure Tensors for Multi-range Potentials

2 code implementations • 26 Sep 2020 • Matteo Lulli, Luca Biferale, Giacomo Falcucci, Mauro Sbragaglia, Xiaowen Shan

We systematically analyze the tensorial structure of the lattice pressure tensors for a class of multi-phase lattice Boltzmann models (LBM) with multi-range interactions.

Statistical Mechanics Cellular Automata and Lattice Gases Fluid Dynamics