Phases of memristive circuits via an interacting disorder approach
Francesco Caravelli, Forrest C. Sheldon

TL;DR
This paper analyzes the complex phase behavior of memristive circuits using a novel Lyapunov function, revealing a rich phase diagram with glass and ferromagnetic transitions, indicating intricate asymptotic state landscapes.
Contribution
It introduces a new Lyapunov function approach to study memristive circuits, extending mean-field theory to include interacting quenched disorder effects.
Findings
Discovery of a complex phase diagram with glass and ferromagnetic phases
Identification of a non-trivial landscape of asymptotic states
Extension of mean-field results to more realistic models
Abstract
We study the phase diagram of memristive circuit models in the replica-symmetric case using a novel Lyapunov function for the dynamics of these devices. Effectively, the model we propose is an Ising model with interacting quenched disorder, which we study at the first order in a control parameter. Notwithstanding these limitations, we find a complex phase diagram and a glass-ferromagnetic transition in the parameter space which generalizes earlier mean-field theory results for a simpler model. Our results suggest a non-trivial landscape of asymptotic states for memristive circuits.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsNeural dynamics and brain function · stochastic dynamics and bifurcation · Advanced Thermodynamics and Statistical Mechanics
