Convolutional Kolmogorov-Arnold Networks (Convolutional KAN)
- an innovative alternative to the standard Convolutional Neural Networks (CNNs)
- integrated the non-linear activation functions presented in Kolmogorov-Arnold Networks (KANs) into convolutions to build a new layer
- the performance of Convolutional KANs against traditional architectures across MNIST and Fashion-MNIST maintains a similar level of accuracy while using half the amount of parameters