2 papers
cs.AR2026
KANtize: Exploring Low-bit Quantization of Kolmogorov-Arnold Networks for Efficient Inference
Sohaib Errabii, Olivier Sentieys, Marcello Traiola
Kolmogorov-Arnold Networks (KANs) have gained attention for their potential to outperform Multi-Layer Perceptrons (MLPs) in terms of parameter efficiency and interpretability. Unli…
cs.AR2025
KAN-SAs: Efficient Acceleration of Kolmogorov-Arnold Networks on Systolic Arrays
Sohaib Errabii, Olivier Sentieys, Marcello Traiola
Kolmogorov-Arnold Networks (KANs) have garnered significant attention for their promise of improved parameter efficiency and explainability compared to traditional Deep Neural Netw…