Introduction to Kolmogorov-Arnold Networks: A New Paradigm in Neural Network Architecture
In recent years, the rise of deep learning has transformed many aspects of technology, from speech recognition systems to autonomous driving. However, traditional neural network architectures like Multi-Layer Perceptrons (MLPs) often come with limitations, particularly in terms of scalability, interpretability, and parameter efficiency. Enter Kolmogorov-Arnold Networks (KANs), a revolutionary architecture...