Mapping Token Geometry to Oscillator Systems
its_vayishu · x · 2026-07-19
This is an abstract of a paper formalizing the Lyapunov exponent of "latent token geometry" and applying it to Ising-Kuramoto oscillators.
The author points out:
- The stability metric provided by Cowsik et al. is proportional to the Kuramoto potential;
- By linearizing the oscillator dynamics, Lyapunov exponents highly consistent with numerical simulations can be derived;
- The paper concludes by discussing the prospects of oscillator-based computing.
The core focus of the shared post with images is essentially linking transformer representations to oscillator systems and edge chaos synchronization.
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