Enhancing Federated Learning with Kolmogorov-Arnold Networks: A Comparative Study Across Diverse Aggregation Strategies
Fuente:
arXiv
Saved in:
| Main Authors: | Ma, Yizhou, Yang, Zhuoqin, Ibáñez, Luis-Daniel |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Activation Space Selectable Kolmogorov-Arnold Networks
by: Yang, Zhuoqin, et al.
Published: (2024)
by: Yang, Zhuoqin, et al.
Published: (2024)
Kolmogorov-Arnold Recurrent Network for Short Term Load Forecasting Across Diverse Consumers
by: Danish, Muhammad Umair, et al.
Published: (2025)
by: Danish, Muhammad Umair, et al.
Published: (2025)
F-KANs: Federated Kolmogorov-Arnold Networks
by: Zeydan, Engin, et al.
Published: (2024)
by: Zeydan, Engin, et al.
Published: (2024)
Fed-KAN: Federated Learning with Kolmogorov-Arnold Networks for Traffic Prediction
by: Zeydan, Engin, et al.
Published: (2025)
by: Zeydan, Engin, et al.
Published: (2025)
A Unified Benchmark of Federated Learning with Kolmogorov-Arnold Networks for Medical Imaging
by: Lee, Youngjoon, et al.
Published: (2025)
by: Lee, Youngjoon, et al.
Published: (2025)
Kolmogorov-Arnold Networks in Low-Data Regimes: A Comparative Study with Multilayer Perceptrons
by: Pourkamali-Anaraki, Farhad
Published: (2024)
by: Pourkamali-Anaraki, Farhad
Published: (2024)
Variational Kolmogorov-Arnold Network
by: Alesiani, Francesco, et al.
Published: (2025)
by: Alesiani, Francesco, et al.
Published: (2025)
Probabilistic Kolmogorov-Arnold Network
by: Polar, Andrew, et al.
Published: (2021)
by: Polar, Andrew, et al.
Published: (2021)
A Survey on Kolmogorov-Arnold Network
by: Somvanshi, Shriyank, et al.
Published: (2024)
by: Somvanshi, Shriyank, et al.
Published: (2024)
Initialization Schemes for Kolmogorov-Arnold Networks: An Empirical Study
by: Rigas, Spyros, et al.
Published: (2025)
by: Rigas, Spyros, et al.
Published: (2025)
Evaluating Federated Kolmogorov-Arnold Networks on Non-IID Data
by: Sasse, Arthur Mendonça, et al.
Published: (2024)
by: Sasse, Arthur Mendonça, et al.
Published: (2024)
Residual Kolmogorov-Arnold Network for Enhanced Deep Learning
by: Yu, Ray Congrui, et al.
Published: (2024)
by: Yu, Ray Congrui, et al.
Published: (2024)
KAGNNs: Kolmogorov-Arnold Networks meet Graph Learning
by: Bresson, Roman, et al.
Published: (2024)
by: Bresson, Roman, et al.
Published: (2024)
Catastrophic Forgetting in Kolmogorov-Arnold Networks
by: Rahman, Mohammad Marufur, et al.
Published: (2025)
by: Rahman, Mohammad Marufur, et al.
Published: (2025)
Learning Fair Representations with Kolmogorov-Arnold Networks
by: Priyadarshini, Amisha, et al.
Published: (2025)
by: Priyadarshini, Amisha, et al.
Published: (2025)
Kolmogorov-Arnold Network for Online Reinforcement Learning
by: Kich, Victor Augusto, et al.
Published: (2024)
by: Kich, Victor Augusto, et al.
Published: (2024)
KAA: Kolmogorov-Arnold Attention for Enhancing Attentive Graph Neural Networks
by: Fang, Taoran, et al.
Published: (2025)
by: Fang, Taoran, et al.
Published: (2025)
Kolmogorov Arnold Network Autoencoder in Medicine
by: Lomoio, Ugo, et al.
Published: (2025)
by: Lomoio, Ugo, et al.
Published: (2025)
Gaussian Process Kolmogorov-Arnold Networks
by: Chen, Andrew Siyuan
Published: (2024)
by: Chen, Andrew Siyuan
Published: (2024)
Kolmogorov-Arnold Fourier Networks
by: Zhang, Jusheng, et al.
Published: (2025)
by: Zhang, Jusheng, et al.
Published: (2025)
Clifford Kolmogorov-Arnold Networks
by: Wolff, Matthias, et al.
Published: (2026)
by: Wolff, Matthias, et al.
Published: (2026)
Multifidelity Kolmogorov-Arnold Networks
by: Howard, Amanda A., et al.
Published: (2024)
by: Howard, Amanda A., et al.
Published: (2024)
A Graph Meta-Network for Learning on Kolmogorov-Arnold Networks
by: Bar-Shalom, Guy, et al.
Published: (2026)
by: Bar-Shalom, Guy, et al.
Published: (2026)
A Benchmarking Study of Kolmogorov-Arnold Networks on Tabular Data
by: Poeta, Eleonora, et al.
Published: (2024)
by: Poeta, Eleonora, et al.
Published: (2024)
KAE: Kolmogorov-Arnold Auto-Encoder for Representation Learning
by: Yu, Fangchen, et al.
Published: (2024)
by: Yu, Fangchen, et al.
Published: (2024)
KKANs: Kurkova-Kolmogorov-Arnold Networks and Their Learning Dynamics
by: Toscano, Juan Diego, et al.
Published: (2024)
by: Toscano, Juan Diego, et al.
Published: (2024)
CG-FKAN: Compressed-Grid Federated Kolmogorov-Arnold Networks for Communication Constrained Environment
by: Yu, Seunghun, et al.
Published: (2025)
by: Yu, Seunghun, et al.
Published: (2025)
PRKAN: Parameter-Reduced Kolmogorov-Arnold Networks
by: Ta, Hoang-Thang, et al.
Published: (2025)
by: Ta, Hoang-Thang, et al.
Published: (2025)
Kolmogorov-Arnold Network for Transistor Compact Modeling
by: Novkin, Rodion, et al.
Published: (2025)
by: Novkin, Rodion, et al.
Published: (2025)
CVKAN: Complex-Valued Kolmogorov-Arnold Networks
by: Wolff, Matthias, et al.
Published: (2025)
by: Wolff, Matthias, et al.
Published: (2025)
MatrixKAN: Parallelized Kolmogorov-Arnold Network
by: Coffman, Cale, et al.
Published: (2025)
by: Coffman, Cale, et al.
Published: (2025)
Kolmogorov-Arnold Graph Neural Networks
by: De Carlo, Gianluca, et al.
Published: (2024)
by: De Carlo, Gianluca, et al.
Published: (2024)
TKAN: Temporal Kolmogorov-Arnold Networks
by: Genet, Remi, et al.
Published: (2024)
by: Genet, Remi, et al.
Published: (2024)
GKAN: Graph Kolmogorov-Arnold Networks
by: Kiamari, Mehrdad, et al.
Published: (2024)
by: Kiamari, Mehrdad, et al.
Published: (2024)
Adaptive RBF-KAN: A Comparative Evaluation of Dynamic Shape Parameters in Kolmogorov-Arnold Networks
by: Cavoretto, Roberto, et al.
Published: (2026)
by: Cavoretto, Roberto, et al.
Published: (2026)
On Training of Kolmogorov-Arnold Networks
by: Sohail, Shairoz
Published: (2024)
by: Sohail, Shairoz
Published: (2024)
A Comparative Study of Federated Learning Aggregation Strategies under Homogeneous and Heterogeneous Data Distributions
by: Makris, Antonios, et al.
Published: (2026)
by: Makris, Antonios, et al.
Published: (2026)
GraphKAN: Enhancing Feature Extraction with Graph Kolmogorov Arnold Networks
by: Zhang, Fan, et al.
Published: (2024)
by: Zhang, Fan, et al.
Published: (2024)
Scientific Machine Learning with Kolmogorov-Arnold Networks
by: Faroughi, Salah A., et al.
Published: (2025)
by: Faroughi, Salah A., et al.
Published: (2025)
The Proof of Kolmogorov-Arnold May Illuminate Neural Network Learning
by: Freedman, Michael H.
Published: (2024)
by: Freedman, Michael H.
Published: (2024)
Similar Items
-
Activation Space Selectable Kolmogorov-Arnold Networks
by: Yang, Zhuoqin, et al.
Published: (2024) -
Kolmogorov-Arnold Recurrent Network for Short Term Load Forecasting Across Diverse Consumers
by: Danish, Muhammad Umair, et al.
Published: (2025) -
F-KANs: Federated Kolmogorov-Arnold Networks
by: Zeydan, Engin, et al.
Published: (2024) -
Fed-KAN: Federated Learning with Kolmogorov-Arnold Networks for Traffic Prediction
by: Zeydan, Engin, et al.
Published: (2025) -
A Unified Benchmark of Federated Learning with Kolmogorov-Arnold Networks for Medical Imaging
by: Lee, Youngjoon, et al.
Published: (2025)