A Comprehensive Survey on Kolmogorov Arnold Networks (KAN)

Through this comprehensive survey of Kolmogorov-Arnold Networks(KAN), we havegained a thorough understanding of its theoretical foundation, architecturaldesign, application scenarios, and current research progress. KAN, with itsunique architecture and flexible activation functions, excels in handlingcomplex data patterns and nonlinear relationships, demonstrating wide-rangingapplication potential. While challenges remain, KAN is poised to pave the wayfor innovative solutions in various fields, potentially revolutionizing how weapproach complex computational problems.

Further reading#

• Access Paper in arXiv.org