Learning Aligned Stability in Neural ODEs Reconciling Accuracy with Robustness

Chaoyang Luo, Yan Zou, Nanjing Huang

Despite Neural Ordinary Differential Equations (Neural ODEs) exhibiting intrinsic robustness, existing methods often impose Lyapunov stability for formal guarantees. However, these…