Summary of training neural networks from the paper

A Signature-Based Approach to System Identification and Prediction of Controlled Dynamical Systems

This report introduces a novel signature-based method for system identification that is interpretable, expressive, and computationally simpler than common black-box models, demonstrating its potential for controlling nonlinear dynamical systems.

September 2025 · Snytko Vladislav, Stepaniants George