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cs.LG2025
Bridging KAN and MLP: MJKAN, a Hybrid Architecture with Both Efficiency and Expressiveness
Hanseon Joo, Hayoung Choi, Ook Lee +1
Kolmogorov-Arnold Networks (KANs) have garnered attention for replacing fixed activation functions with learnable univariate functions, but they exhibit practical limitations, incl…
cs.CV2025
MambaOutRS: A Hybrid CNN-Fourier Architecture for Remote Sensing Image Classification
Minjong Cheon, Changbae Mun
Recent advances in deep learning for vision tasks have seen the rise of State Space Models (SSMs) like Mamba, celebrated for their linear scalability. However, their adaptation to…