LeanKAN: a parameter-lean Kolmogorov-Arnold network layer with improved memory efficiency and convergence behavior
Benjamin C. Koenig, Suyong Kim, Sili Deng
Topics & Concepts
Computer sciencePerceptronHyperparameterOrdinary differential equationOperator (biology)OdeConvergence (economics)Key (lock)Layer (electronics)Representation (politics)Set (abstract data type)AlgorithmApplied mathematicsArtificial intelligenceMathematical optimizationMathematicsDifferential equationArtificial neural networkMathematical analysisPolitical scienceLawProgramming languageComputer securityChemistryGeneRepressorOrganic chemistryBiochemistryPoliticsTranscription factorEconomic growthEconomicsModel Reduction and Neural NetworksNeural Networks and ApplicationsNeural Networks and Reservoir Computing