2 papers
cs.LG2026
Upper Generalization Bounds for Neural Oscillators
Zifeng Huang, Konstantin M. Zuev, Yong Xia +1
Neural oscillators that originate from second-order ordinary differential equations (ODEs) have shown competitive performance in learning mappings between dynamic loads and respons…
cs.LG2026
Upper Approximation Bounds for Neural Oscillators
Zifeng Huang, Konstantin M. Zuev, Yong Xia +1
Neural oscillators, originating from second-order ordinary differential equations (ODEs), have demonstrated strong performance in stably learning causal mappings between long-term…