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The space of functions computed by deep layered machines

AMA. MozeikaBLDS Physical Review Letters

Deep layered machines

The ability of deep neural networks to generalize can be unraveled using path integral methods to compute their typical Boolean functions.

Quantum generalisation of feedforward neural networks

ODO. DahlstenKWHKRGMK Nature Quantum Information

Quantum neural networks

We generalise neural networks into a quantum framework, demonstrating the possibility of quantum auto-encoders and teleportation.

Emergence of strongly connected components in continuum disk-spin percolation

FCF. CaravelliMBM. BardosciaFC Journal of Statistical Mechanics: Theory and Experiment

Emergence of strongly connected components in continuum disk-spin percolation

Single realization of random positions and orientations of 100 disks with an external field pointing in the direction of the red arrow.

Immune networks: multi-tasking capabilities at medium load

EAAAABACDT Journal of Physics A

Immune networks: multi-tasking capabilities at medium load

An intriguing analogy exists between neural networks and immune networks.