cs.LG, math.DS, math.FA

Upper Approximation Bounds for Neural Oscillators

arXiv:2512.01015v2 Announce Type: replace
Abstract: Neural oscillators, originating from second-order ordinary differential equations (ODEs), have demonstrated strong performance in stably learning causal mappings between long-term sequences or contin…