Replica symmetry breaking in an adiabatic spin-glass model of adaptive evolution
Ayaka Sakata, Koji Hukushima, Kunihiko Kaneko

TL;DR
This paper models adaptive evolution using a spin-glass framework, revealing how robustness and canalization emerge through replica symmetry phases and their breaking at different temperatures.
Contribution
It introduces a novel spin-glass model with dynamic spins and interactions to study evolutionary canalization and robustness.
Findings
Adaptation occurs at temperature T_S below T_S^{RS}
A replica symmetric phase indicates canalization
Replica symmetry breaking signifies loss of robustness
Abstract
We study evolutionary canalization using a spin-glass model with replica theory, where spins and their interactions are dynamic variables whose configurations correspond to phenotypes and genotypes, respectively. The spins are updated under temperature T_S, and the genotypes evolve under temperature T_J, according to the evolutionary fitness. It is found that adaptation occurs at T_S < T_S^{RS}, and a replica symmetric phase emerges at T_S^{RSB} < T_S < T_S^{RS}. The replica symmetric phase implies canalization, and replica symmetry breaking at lower temperatures indicates loss of robustness.
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.
