Koopman理论赋能世界模型，谱约束稳定想象生成，突破模型长期预测的不稳定瓶颈。
arXiv:2607.19719v1 Announce Type: new Abstract: Latent world models improve sample efficiency in continuous control by optimizing policies over imagin…
非参数化Koopman算子在控制领域的突破，为非线性系统建模与控制提供全新视角
arXiv:2405.07312v5 Announce Type: replace-cross Abstract: This paper presents a novel Koopman composition operator representation framework for contro…
用Koopman算子理论推导多任务深度学习的泛化边界，为理论分析提供新视角。
arXiv:2512.19199v2 Announce Type: replace-cross Abstract: The paper establishes generalization bounds for multitask deep neural networks using operato…
Koopman算子遇上小波变换，为非线性动力学分析提供新框架
arXiv:2605.14224v1 Announce Type: cross Abstract: We present an in-depth analysis of the Koopman semigroup via wavelet transform. Towards this goal, w…