"dynamical systems modeling" Papers

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Accelerating Neural ODEs: A Variational Formulation-based Approach

Hongjue Zhao, Yuchen Wang, Hairong Qi et al.

ICLR 2025

Efficient Training of Neural Fractional-Order Differential Equation via Adjoint Backpropagation

Qiyu Kang, Xuhao Li, Kai Zhao et al.

AAAI 2025paperarXiv:2503.16666
3
citations

No Equations Needed: Learning System Dynamics Without Relying on Closed-Form ODEs

Krzysztof Kacprzyk, Mihaela van der Schaar

ICLR 2025arXiv:2501.18563
4
citations

Semi-supervised Learning of Dynamical Systems with Neural Ordinary Differential Equations: A Teacher-Student Model Approach

Yu Wang, Yuxuan Yin, Karthik Somayaji NS et al.

AAAI 2024paperarXiv:2310.13110