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What is Can Transformers Predict System Collapse in Dynamical Systems? about?

This document investigates the ability of Transformer architectures to predict catastrophic collapses in nonlinear dynamical systems, comparing their performance to reservoir computing. The study finds that Transformers consistently fail to predict system collapse when tested on unseen parameters, while reservoir computing successfully anticipates transitions. This raises concerns about the generalization capabilities of Transformers in the context of dynamical systems and suggests the need for further rese

Author

lokeshbhirud2011

Language

EN