AF-KAN: Activation Function-Based Kolmogorov-Arnold Networks for Efficient Representation Learning

8 March 2025

Papers citing "AF-KAN: Activation Function-Based Kolmogorov-Arnold Networks for Efficient Representation Learning"

21 / 21 papers shown

Title
Kolmogorov-Arnold Recurrent Network for Short Term Load Forecasting Across Diverse Consumers Muhammad Umair Danish Katarina Grolinger AI4TS 86 7 0 12 Jan 2025
On Training of Kolmogorov-Arnold Networks Shairoz Sohail 44 1 0 08 Nov 2024
Effective Integration of KAN for Keyword Spotting Anfeng Xu Biqiao Zhang Shuyu Kong Yiteng Huang Zhaojun Yang Sangeeta Srivastava Ming Sun 93 5 0 13 Sep 2024
TC-KANRecon: High-Quality and Accelerated MRI Reconstruction via Adaptive KAN Mechanisms and Intelligent Feature Scaling Ruiquan Ge Xiao Yu Yifei Chen Fan Jia Shenghao Zhu ... Dong Zeng Dong Zeng Qiegen Liu S. Niu Shanzhou Niu MedIm 78 3 0 11 Aug 2024
Exploring the Limitations of Kolmogorov-Arnold Networks in Classification: Insights to Software Training and Hardware Implementation Van Duy Tran Tran Xuan Hieu Le Thi Diem Tran H. Pham Vu Trung Duong Le Tuan Hai Vu Van Tinh Nguyen Y. Nakashima 69 16 0 25 Jul 2024
Kolmogorov-Arnold Graph Neural Networks Gianluca De Carlo Andrea Mastropietro Aris Anagnostopoulos 78 28 0 26 Jun 2024
KAGNNs: Kolmogorov-Arnold Networks meet Graph Learning Roman Bresson Giannis Nikolentzos G. Panagopoulos Michail Chatzianastasis Jun Pang Michalis Vazirgiannis 117 50 0 26 Jun 2024
Convolutional Kolmogorov-Arnold Networks Alexander Dylan Bodner Antonio Santiago Tepsich Jack Natan Spolski Santiago Pourteau 84 71 0 19 Jun 2024
U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation Chenxin Li Xinyu Liu Wenbo Li Cheng Wang Hengyu Liu Yifan Liu Zhen Chen Yixuan Yuan MedIm DiffM SSeg 110 132 0 05 Jun 2024
Kolmogorov-Arnold Networks for Time Series: Bridging Predictive Power and Interpretability Kunpeng Xu Lifei Chen Shengrui Wang AI4TS 83 63 0 04 Jun 2024
A Temporal Kolmogorov-Arnold Transformer for Time Series Forecasting Remi Genet Hugo Inzirillo AI4TS 92 45 0 04 Jun 2024
Kolmogorov-Arnold Networks are Radial Basis Function Networks Ziyao Li 103 77 0 10 May 2024
KAN: Kolmogorov-Arnold Networks Ziming Liu Yixuan Wang Sachin Vaidya Fabian Ruehle James Halverson Marin Soljacic Thomas Y. Hou Max Tegmark 237 549 0 30 Apr 2024
The Kolmogorov-Arnold representation theorem revisited Johannes Schmidt-Hieber 57 136 0 31 Jul 2020
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 283 8,883 0 25 Aug 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 701 131,652 0 12 Jun 2017
Self-Normalizing Neural Networks Günter Klambauer Thomas Unterthiner Andreas Mayr Sepp Hochreiter 455 2,516 0 08 Jun 2017
Sigmoid-Weighted Linear Units for Neural Network Function Approximation in Reinforcement Learning Stefan Elfwing E. Uchibe Kenji Doya 133 1,728 0 10 Feb 2017
Gaussian Error Linear Units (GELUs) Dan Hendrycks Kevin Gimpel 172 5,011 0 27 Jun 2016
Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs) Djork-Arné Clevert Thomas Unterthiner Sepp Hochreiter 300 5,524 0 23 Nov 2015
Empirical Evaluation of Rectified Activations in Convolutional Network Bing Xu Naiyan Wang Tianqi Chen Mu Li 135 2,912 0 05 May 2015