Deep Learning Kolmogorov-Arnold Networks Kolmogorov-Arnold Networks (KANs) have emerged as a promising advancement in the field of neural networks, offering enhanced interpretability, efficiency, and adaptability compared to traditional architectures like the Multi-Layer Perceptron (MLPs).