Learning the Koopman Operator using Attention Free Transformers

Mohammed Nagdi, Evangelos-Marios Nikolados, Alexey Yermakov +3

Learning Koopman operators with autoencoders enables linear prediction in a latent space, but long-horizon rollouts often drift off the learned manifold, leading to phase and ampli…