"nonlinear dynamical systems" Papers

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Analytical Lyapunov Function Discovery: An RL-based Generative Approach

Haohan Zou, Jie Feng, Hao Zhao et al.

ICML 2025arXiv:2502.02014

BRAID: Input-driven Nonlinear Dynamical Modeling of Neural-Behavioral Data

Parsa Vahidi, Omid G. Sani, Maryam Shanechi

ICLR 2025oralarXiv:2509.18627

Conformal Online Learning of Deep Koopman Linear Embeddings

Ben Gao, Jordan Patracone, Stephane Chretien et al.

NEURIPS 2025arXiv:2511.12760

Integrating Multimodal Data for Joint Generative Modeling of Complex Dynamics

Manuel Brenner, Florian Hess, Georgia Koppe et al.

ICML 2024oralarXiv:2212.07892

Lyapunov-stable Neural Control for State and Output Feedback: A Novel Formulation

Lujie Yang, Hongkai Dai, Zhouxing Shi et al.

ICML 2024arXiv:2404.07956