Title Differential Field Indexing A Method for Stationary Point Stabilization in Stochastic Multidimensional Manifolds
Abstract
This paper addresses the problem of informational entropy and computational overhead in Multi-modal World Models. I introduce the Field Indexing Model, a framework that replaces linear temporal stacking (Context Windows) with Phase-Shift Stabilization. By defining time as a differential gradient within a multi-layered Field, we can achieve high-fidelity long-context understanding with near-zero memory growth.
Fields of Study & Subjects
Topic Modeling
Time Series Analysis and Forecasting
Neural Networks and Applications
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 12 February 2026
- Language
- EN
- Document type
- Preprint