Global minimization via classical tunneling assisted by collective force field formation
Feb 15, 2021 Global minimization via classical tunneling assisted by collective force field formation Francesco Caravelli, Forrest C. Sheldon, Fabio L. Traversa Simple dynamical models can produce intricate behaviors in large networks. These behaviors…
Directed percolation and numerical stability of simulations of digital memcomputing machines
Feb 6, 2021 Directed percolation and numerical stability of simulations of digital memcomputing machines Yuan-Hang Zhang, Massimiliano Di Ventra Digital memcomputing machines (DMMs) are a novel, non-Turing class of machines designed to solve combinatorial…
Coupled oscillator networks for von Neumann and non von Neumann computing
DEC 22, 2020 Coupled oscillator networks for von Neumann and non von Neumann computing Michele Bonnin, Fabio Lorenzo Traversa, Fabrizio Bonani The frenetic growth of the need for computation performance and efficiency, along with the…
Efficient solution of Boolean satisfiability problems with digital memcomputing
Nov 12, 2020 Efficient solution of Boolean satisfiability problems with digital memcomputing Sean R. B. Bearden, Yan Ru Pei & Massimiliano Di Ventra Boolean satisfiability is a propositional logic problem of interest in multiple fields,…
Mode-Assisted Unsupervised Learning of Restricted Boltzmann Machines
Jan 15, 2020 Mode-Assisted Unsupervised Learning of Restricted Boltzmann Machines Francesco Caravelli, Forrest C. Sheldon, Fabio L. Traversa Restricted Boltzmann machines (RBMs) are a powerful class of generative models, but their training requires computing a…
Aircraft Loading Optimization: MemComputing the 5th Airbus Problem
Mar 19, 2019 Aircraft Loading Optimization: MemComputing the 5th Airbus Problem Massimiliano Di Ventra, Igor V. Ovchinnikov On the January 22th 2019, Airbus launched a quantum computing challenge to solve a set of problems…
Digital memcomputing: From logic to dynamics to topology
Mar 18, 2019 Digital Memcomputing: from Logic to Dynamics to Topology Massimiliano Di Ventra, Igor V. Ovchinnikov Digital memcomputing machines (DMMs) are a class of computational machines designed to solve combinatorial optimization problems. A…
Taming a non-convex landscape with dynamical long-range order: memcomputing the Ising spin-glass
Oct 08, 2018 Taming a non-convex landscape with dynamical long-range order: memcomputing the Ising spin-glass Fabio Lorenzo Traversa, Massimiliano Di Ventra, Forrest Sheldon Recent work on quantum annealing has emphasized the role of collective behavior…