Egor Serov

Efficient Neural Controlled Differential Equations via Attentive Kernel Smoothing

Neural Controlled Differential Equations (Neural CDEs) provide a powerful continuous-time framework for sequence modeling, yet the roughness of the driving control path often restricts their efficiency. Standard splines introduce high-frequency variations that force adaptive solvers to take excessiv…