KAN or MLP: A Fairer Comparison

23 July 2024

Weihao Yu

Papers citing "KAN or MLP: A Fairer Comparison"

26 / 26 papers shown

Title
Conformalized-KANs: Uncertainty Quantification with Coverage Guarantees for Kolmogorov-Arnold Networks (KANs) in Scientific Machine Learning Amirhossein Mollaali Christian Moya Amanda A. Howard Alexander Heinlein P. Stinis Guang Lin 26 0 0 21 Apr 2025
MLPs and KANs for data-driven learning in physical problems: A performance comparison Raghav Pant Sikan Li Xingjian Li Hassan Iqbal Krishna Kumar AI4CE 43 0 0 15 Apr 2025
Physics-informed KAN PointNet: Deep learning for simultaneous solutions to inverse problems in incompressible flow on numerous irregular geometries Ali Kashefi T. Mukerji 3DPC PINN 47 0 0 08 Apr 2025
Surrogate Learning in Meta-Black-Box Optimization: A Preliminary Study Zeyuan Ma Zhiyang Huang Jiacheng Chen Zhiguang Cao Yue-jiao Gong OffRL 81 2 0 23 Mar 2025
AF-KAN: Activation Function-Based Kolmogorov-Arnold Networks for Efficient Representation Learning Hoang-Thang Ta Anh Tran 57 0 0 08 Mar 2025
Exploring Adversarial Transferability between Kolmogorov-arnold Networks Songping Wang Xinquan Yue Yueming Lyu Caifeng Shan AAML 66 1 0 08 Mar 2025
TSKANMixer: Kolmogorov-Arnold Networks with MLP-Mixer Model for Time Series Forecasting Young-Chae Hong Bei Xiao Yangho Chen AI4TS 61 0 0 25 Feb 2025
Low Tensor-Rank Adaptation of Kolmogorov--Arnold Networks Yihang Gao Michael K. Ng Vincent Y. F. Tan 72 0 0 17 Feb 2025
Learnable polynomial, trigonometric, and tropical activations Ismail Khalfaoui-Hassani Stefan Kesselheim 59 0 0 03 Feb 2025
Efficiency Bottlenecks of Convolutional Kolmogorov-Arnold Networks: A Comprehensive Scrutiny with ImageNet, AlexNet, LeNet and Tabular Classification Ashim Dahal Saydul Akbar Murad Nick Rahimi 31 0 0 27 Jan 2025
KANs for Computer Vision: An Experimental Study Karthik Mohan Hanxiao Wang Xiatian Zhu 73 1 0 27 Nov 2024
Exploring Kolmogorov-Arnold Networks for Interpretable Time Series Classification Irina Barašin Blaž Bertalanič M. Mohorčič Carolina Fortuna AI4TS 94 2 0 22 Nov 2024
KAT to KANs: A Review of Kolmogorov-Arnold Networks and the Neural Leap Forward Divesh Basina Joseph Raj Vishal Aarya Choudhary Bharatesh Chakravarthi 26 0 0 15 Nov 2024
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks Quan Zhou Changhua Pei Fei Sun Jing Han Zhengwei Gao Dan Pei Haiming Zhang Gaogang Xie Jianhui Li AI4TS 52 4 0 01 Nov 2024
PointNet with KAN versus PointNet with MLP for 3D Classification and Segmentation of Point Sets Ali Kashefi 3DPC 27 6 0 14 Oct 2024
Residual Kolmogorov-Arnold Network for Enhanced Deep Learning Ray Congrui Yu Sherry Wu Jiang Gui 30 1 0 07 Oct 2024
MLP-KAN: Unifying Deep Representation and Function Learning Yunhong He Yifeng Xie Zhengqing Yuan Lichao Sun 24 1 0 03 Oct 2024
A preliminary study on continual learning in computer vision using Kolmogorov-Arnold Networks Alessandro Cacciatore Valerio Morelli Federica Paganica Emanuele Frontoni Lucia Migliorelli Daniele Berardini CLL 26 3 0 20 Sep 2024
Kolmogorov-Arnold Transformer Xingyi Yang Xinchao Wang 34 15 0 16 Sep 2024
Effective Integration of KAN for Keyword Spotting Anfeng Xu Biqiao Zhang Shuyu Kong Yiteng Huang Zhaojun Yang Sangeeta Srivastava Ming Sun 29 5 0 13 Sep 2024
On the Robustness of Kolmogorov-Arnold Networks: An Adversarial Perspective Tal Alter Raz Lapid Moshe Sipper AAML 54 6 0 25 Aug 2024
KAN 2.0: Kolmogorov-Arnold Networks Meet Science Ziming Liu Pingchuan Ma Yixuan Wang Wojciech Matusik Max Tegmark 37 60 0 19 Aug 2024
KAN versus MLP on Irregular or Noisy Functions Chen Zeng Jiahui Wang Haoran Shen Qiao Wang 34 6 0 15 Aug 2024
The Energy Cost of Artificial Intelligence Lifecycle in Communication Networks Shih-Kai Chou Jernej Hribar William Alberto Cruz Castañeda M. Mohorčič Carolina Fortuna 48 1 0 01 Aug 2024
Rethinking the Function of Neurons in KANs Mohammed Ghaith Altarabichi 34 6 0 30 Jul 2024
Chebyshev Polynomial-Based Kolmogorov-Arnold Networks: An Efficient Architecture for Nonlinear Function Approximation SS Sidharth Keerthana AR R. Gokul Anas KP 54 72 0 12 May 2024