Concurrent training methods for Kolmogorov-Arnold networks: Disjoint datasets and FPGA implementation

Andrew Polar, Michael Poluektov

The present paper introduces concurrency-driven enhancements to the training algorithm for the Kolmogorov-Arnold networks (KANs) that is based on the Newton-Kaczmarz (NK) method. P…