Analysis of landscape hierarchy during coarsening and aging in Ising spin glasses
Stefan Boettcher, Mahajabin Rahman (Emory U.)

TL;DR
This paper investigates the hierarchical energy landscape of Ising spin glasses and ferromagnets using record dynamics, revealing a sharp transition in aging behavior as the system shifts from glassy to ferromagnetic states.
Contribution
It introduces a novel analysis of aging in spin systems by interpolating between spin glass and ferromagnet, identifying a transition in record event accumulation.
Findings
Logarithmic growth of record events in the glassy regime
Sharp transition in activation behavior at a critical admixture p
Transition coincides with known zero-temperature transition in EA model
Abstract
We use record dynamics (RD), a coarse-grained description of the ubiquitous relaxation phenomenology known as "aging", as a diagnostic tool to find universal features that distinguish between the energy landscapes of Ising spin models and the ferromagnet. According to RD, a non-equilibrium system after a quench relies on fluctuations that randomly generate a sequence of irreversible record-sized events (quakes or avalanches) that allow the system to escape ever-higher barriers of meta-stable states within a complex, hierarchical energy landscape. Once these record events allow the system to overcome such barriers, the system relaxes by tumbling into the following meta-stable state that is marginally more stable. Within this framework, a clear distinction can be drawn between the coarsening dynamics of an Ising ferromagnet and the aging of the spin glass, which are often put in the same…
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.
