Efficient Neural Controlled Differential Equations via Attentive Kernel Smoothing

Egor Serov, Ilya Kuleshov, Alexey Zaytsev

Neural Controlled Differential Equations (Neural CDEs) provide a powerful continuous-time framework for sequence modeling, yet the roughness of the driving control path often restr…