LTBs-KAN: Linear-Time B-splines Kolmogorov-Arnold Networks

LTBs-KAN is a novel neural network architecture designed to overcome the computational slowness of traditional KANs by offering linear complexity and reduced parameters. Experiments demonstrate significant improvements in computational efficiency and parameter reduction on common datasets like MNIST, Fashion-MNIST, and CIFAR-10.