KAN-CL: Per-Knot Importance Regularization for Continual Learning with Kolmogorov-Arnold Networks
Fuente:
arXiv
Saved in:
| Main Author: | Cheon, Minjong |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Demonstrating the Efficacy of Kolmogorov-Arnold Networks in Vision Tasks
by: Cheon, Minjong
Published: (2024)
by: Cheon, Minjong
Published: (2024)
Beyond Linear Superposition: Discovering Climate Features in AI Weather Models with KAN-SAE
by: Cheon, Minjong
Published: (2026)
by: Cheon, Minjong
Published: (2026)
Kolmogorov-Arnold Network for Satellite Image Classification in Remote Sensing
by: Cheon, Minjong
Published: (2024)
by: Cheon, Minjong
Published: (2024)
Demystifying KAN for Vision Tasks: The RepKAN Approach
by: Cheon, Minjong
Published: (2026)
by: Cheon, Minjong
Published: (2026)
Bridging KAN and MLP: MJKAN, a Hybrid Architecture with Both Efficiency and Expressiveness
by: Joo, Hanseon, et al.
Published: (2025)
by: Joo, Hanseon, et al.
Published: (2025)
Mjölnir: A Deep Learning Parametrization Framework for Global Lightning Flash Density
by: Cheon, Minjong
Published: (2025)
by: Cheon, Minjong
Published: (2025)
TruKAN: Towards More Efficient Kolmogorov-Arnold Networks Using Truncated Power Functions
by: Bayeh, Ali, et al.
Published: (2026)
by: Bayeh, Ali, et al.
Published: (2026)
Sonny: Breaking the Compute Wall in Medium-Range Weather Forecasting
by: Cheon, Minjong
Published: (2026)
by: Cheon, Minjong
Published: (2026)
AtmosMJ: Revisiting Gating Mechanism for AI Weather Forecasting Beyond the Year Scale
by: Cheon, Minjong
Published: (2025)
by: Cheon, Minjong
Published: (2025)
Kolmogorov-Arnold Network Autoencoders
by: Moradi, Mohammadamin, et al.
Published: (2024)
by: Moradi, Mohammadamin, et al.
Published: (2024)
KAN-Dreamer: Benchmarking Kolmogorov-Arnold Networks as Function Approximators in World Models
by: Shi, Chenwei, et al.
Published: (2025)
by: Shi, Chenwei, et al.
Published: (2025)
Residual Kolmogorov-Arnold Network for Enhanced Deep Learning
by: Yu, Ray Congrui, et al.
Published: (2024)
by: Yu, Ray Congrui, et al.
Published: (2024)
Reimagining Linear Probing: Kolmogorov-Arnold Networks in Transfer Learning
by: Shen, Sheng, et al.
Published: (2024)
by: Shen, Sheng, et al.
Published: (2024)
Advancing Meteorological Forecasting: AI-based Approach to Synoptic Weather Map Analysis
by: Choi, Yo-Hwan, et al.
Published: (2024)
by: Choi, Yo-Hwan, et al.
Published: (2024)
SineKAN: Kolmogorov-Arnold Networks Using Sinusoidal Activation Functions
by: Reinhardt, Eric A. F., et al.
Published: (2024)
by: Reinhardt, Eric A. F., et al.
Published: (2024)
Kolmogorov-Arnold Transformer
by: Yang, Xingyi, et al.
Published: (2024)
by: Yang, Xingyi, et al.
Published: (2024)
Kolmogorov-Arnold Convolutions: Design Principles and Empirical Studies
by: Drokin, Ivan
Published: (2024)
by: Drokin, Ivan
Published: (2024)
Detecting the Undetectable: Combining Kolmogorov-Arnold Networks and MLP for AI-Generated Image Detection
by: Anon, Taharim Rahman, et al.
Published: (2024)
by: Anon, Taharim Rahman, et al.
Published: (2024)
HyperKAN: Hypergraph Representation Learning with Kolmogorov-Arnold Networks
by: Fang, Xiangfei, et al.
Published: (2025)
by: Fang, Xiangfei, et al.
Published: (2025)
MambaOutRS: A Hybrid CNN-Fourier Architecture for Remote Sensing Image Classification
by: Cheon, Minjong, et al.
Published: (2025)
by: Cheon, Minjong, et al.
Published: (2025)
KANGURA: Kolmogorov-Arnold Network-Based Geometry-Aware Learning with Unified Representation Attention for 3D Modeling of Complex Structures
by: Shafie, Mohammad Reza, et al.
Published: (2025)
by: Shafie, Mohammad Reza, et al.
Published: (2025)
DualFlexKAN: Dual-stage Kolmogorov-Arnold Networks with Independent Function Control
by: Ortiz, Andrés, et al.
Published: (2026)
by: Ortiz, Andrés, et al.
Published: (2026)
Exploring the Potential of Polynomial Basis Functions in Kolmogorov-Arnold Networks: A Comparative Study of Different Groups of Polynomials
by: Seydi, Seyd Teymoor
Published: (2024)
by: Seydi, Seyd Teymoor
Published: (2024)
LTBs-KAN: Linear-Time B-splines Kolmogorov-Arnold Networks
by: Merin-Martinez, Eduardo Said, et al.
Published: (2026)
by: Merin-Martinez, Eduardo Said, et al.
Published: (2026)
PerNodeDrop: A Method Balancing Specialized Subnets and Regularization in Deep Neural Networks
by: Omathil, Gelesh G, et al.
Published: (2025)
by: Omathil, Gelesh G, et al.
Published: (2025)
LightCL: Compact Continual Learning with Low Memory Footprint For Edge Device
by: Wang, Zeqing, et al.
Published: (2024)
by: Wang, Zeqing, et al.
Published: (2024)
KAC: Kolmogorov-Arnold Classifier for Continual Learning
by: Hu, Yusong, et al.
Published: (2025)
by: Hu, Yusong, et al.
Published: (2025)
Convolutional Kolmogorov-Arnold Networks
by: Bodner, Alexander Dylan, et al.
Published: (2024)
by: Bodner, Alexander Dylan, et al.
Published: (2024)
Habaek: High-performance water segmentation through dataset expansion and inductive bias optimization
by: Joo, Hanseon, et al.
Published: (2024)
by: Joo, Hanseon, et al.
Published: (2024)
Modernizing CNN-based Weather Forecast Model towards Higher Computational Efficiency
by: Cheon, Minjong, et al.
Published: (2025)
by: Cheon, Minjong, et al.
Published: (2025)
ProKAN: Progressive Stacking of Kolmogorov-Arnold Networks for Efficient Liver Segmentation
by: Gyanchandani, Bhavesh, et al.
Published: (2024)
by: Gyanchandani, Bhavesh, et al.
Published: (2024)
Score-Regularized Joint Sampling with Importance Weights for Flow Matching
by: Liu, Xinshuang, et al.
Published: (2025)
by: Liu, Xinshuang, et al.
Published: (2025)
KARINA: An Efficient Deep Learning Model for Global Weather Forecast
by: Cheon, Minjong, et al.
Published: (2024)
by: Cheon, Minjong, et al.
Published: (2024)
CL-MAE: Curriculum-Learned Masked Autoencoders
by: Madan, Neelu, et al.
Published: (2023)
by: Madan, Neelu, et al.
Published: (2023)
QuKAN: A Quantum Circuit Born Machine approach to Quantum Kolmogorov Arnold Networks
by: Werner, Yannick, et al.
Published: (2025)
by: Werner, Yannick, et al.
Published: (2025)
The Dawn of KAN in Image-to-Image (I2I) Translation: Integrating Kolmogorov-Arnold Networks with GANs for Unpaired I2I Translation
by: Mahara, Arpan, et al.
Published: (2024)
by: Mahara, Arpan, et al.
Published: (2024)
IMEX-Reg: Implicit-Explicit Regularization in the Function Space for Continual Learning
by: Bhat, Prashant, et al.
Published: (2024)
by: Bhat, Prashant, et al.
Published: (2024)
CODE-CL: Conceptor-Based Gradient Projection for Deep Continual Learning
by: Apolinario, Marco Paul E., et al.
Published: (2024)
by: Apolinario, Marco Paul E., et al.
Published: (2024)
KAN Text to Vision? The Exploration of Kolmogorov-Arnold Networks for Multi-Scale Sequence-Based Pose Animation from Sign Language Notation
by: Du, Guanyi, et al.
Published: (2026)
by: Du, Guanyi, et al.
Published: (2026)
KANICE: Kolmogorov-Arnold Networks with Interactive Convolutional Elements
by: Ferdaus, Md Meftahul, et al.
Published: (2024)
by: Ferdaus, Md Meftahul, et al.
Published: (2024)
Similar Items
-
Demonstrating the Efficacy of Kolmogorov-Arnold Networks in Vision Tasks
by: Cheon, Minjong
Published: (2024) -
Beyond Linear Superposition: Discovering Climate Features in AI Weather Models with KAN-SAE
by: Cheon, Minjong
Published: (2026) -
Kolmogorov-Arnold Network for Satellite Image Classification in Remote Sensing
by: Cheon, Minjong
Published: (2024) -
Demystifying KAN for Vision Tasks: The RepKAN Approach
by: Cheon, Minjong
Published: (2026) -
Bridging KAN and MLP: MJKAN, a Hybrid Architecture with Both Efficiency and Expressiveness
by: Joo, Hanseon, et al.
Published: (2025)