Mar 21, 2022

 

Global minimization via classical tunneling assisted by collective force field formation

Massimiliano Di Ventra

Quantum computing employs some quantum phenomena to process information. It has been hailed as the future of computing but it is plagued by serious hurdles when it comes to its practical realization. MemComputing is a new paradigm that instead employs non-quantum dynamical systems and exploits time non-locality (memory) to compute. It can be efficiently emulated in software and its path towards hardware is more straightforward. I will discuss some analogies between these two computing paradigms, and the major differences that set them apart.

View arXiv version  →

• All Tags Absence of periodic orbits in digital memcomputing machines with solutions Accelerating Deep Learning with Memcomputing Aircraft Loading Optimization: MemComputing the 5th Airbus Problem Coupled oscillator networks for von Neumann and non von Neumann computing Digital Memcomputing: from Logic to Dynamics to Topology Directed percolation and numerical stability of simulations of digital memcomputing machines Dynamic computing random access memory: A brain-inspired computing paradigm with memelements Efficient solution of Boolean satisfiability problems with digital memcomputing Evidence of an exponential speed-up in the solution of hard optimization problems Global minimization via classical tunneling assisted by collective force field formation Instantons in Self-Organizing Logic Gates MemComputing Integer Linear Programming Memcomputing Numerical Inversion With Self-Organizing Logic Gates Memcomputing: Leveraging memory and physics to compute efficiently Mode-Assisted Unsupervised Learning of Restricted Boltzmann Machines On the Universality of Memcomputing Machines Polynomial-time solution of prime factorization and NP-complete problems with digital memcomputing machines Stress-testing memcomputing on hard combinatorial optimization problems Taming a non-convex landscape with dynamical long-range order: memcomputing the Ising spin-glass Topological Field Theory and Computing with Instantons