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cs.AI2026★ 1 cited
LArctan-SKAN: Simple and Efficient Single-Parameterized Kolmogorov-Arnold Networks using Learnable Trigonometric Function
Zhijie Chen, Xinglin Zhang
This paper proposes a novel approach for designing Single-Parameterized Kolmogorov-Arnold Networks (SKAN) by utilizing a Single-Parameterized Function (SFunc) constructed from trig…
cs.AI2026★ 1 cited
Architectural Scaling Surpass Basis Complexity? Efficient KANs with Single-Parameter Design
Zhijie Chen, Xinglin Zhang, Hongshu Guo +1
The landscape of Kolmogorov-Arnold Networks (KANs) is rapidly expanding, yet lacks a unified theoretical framework and a clear principle for efficient architecture design. This pap…