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Kolmogorov-Arnold Networks
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Papers presenting models which utilize Kolmogorov-Arnold networks as their underlying architecture.
논문
이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.
Pushing the Performance of Synthetic Speech Detection with Kolmogorov-Arnold Networks and Self-Supervised Learning Models
Rethinking Distributional IVs: KAN-Powered D-IV-LATE & Model Choice
System Identification Using Kolmogorov-Arnold Networks: A Case Study on Buck Converters
Neural Tangent Kernel Analysis to Probe Convergence in Physics-informed Neural Solvers: PIKANs vs. PINNs
Multi-Exit Kolmogorov-Arnold Networks: enhancing accuracy and parsimony
Probing Quantum Spin Systems with Kolmogorov-Arnold Neural Network Quantum States
Automated Modeling Method for Pathloss Model Discovery
Input Convex Kolmogorov Arnold Networks
"KAN you hear me?" Exploring Kolmogorov-Arnold Networks for Spoken Language Understanding
TK-Mamba: Marrying KAN with Mamba for Text-Driven 3D Medical Image Segmentation
Degree-Optimized Cumulative Polynomial Kolmogorov-Arnold Networks
X-KAN: Optimizing Local Kolmogorov-Arnold Networks via Evolutionary Rule-Based Machine Learning
Interpretable Reinforcement Learning for Load Balancing using Kolmogorov-Arnold Networks
KHRONOS: a Kernel-Based Neural Architecture for Rapid, Resource-Efficient Scientific Computation
Personalized Control for Lower Limb Prosthesis Using Kolmogorov-Arnold Networks
AC-PKAN: Attention-Enhanced and Chebyshev Polynomial-Based Physics-Informed Kolmogorov-Arnold Networks
Enhancing Federated Learning with Kolmogorov-Arnold Networks: A Comparative Study Across Diverse Aggregation Strategies
Symbolic Regression with Multimodal Large Language Models and Kolmogorov Arnold Networks
Mixer-Informer-Based Two-Stage Transfer Learning for Long-Sequence Load Forecasting in Newly Constructed Electric Vehicle Charging Stations
FMEnets: Flow, Material, and Energy networks for non-ideal plug flow reactor design
Improving Generalizability of Kolmogorov-Arnold Networks via Error-Correcting Output Codes
Hyb-KAN ViT: Hybrid Kolmogorov-Arnold Networks Augmented Vision Transformer
Prediction via Shapley Value Regression
Anant-Net: Breaking the Curse of Dimensionality with Scalable and Interpretable Neural Surrogate for High-Dimensional PDEs
Novel Extraction of Discriminative Fine-Grained Feature to Improve Retinal Vessel Segmentation
A Unified Benchmark of Federated Learning with Kolmogorov-Arnold Networks for Medical Imaging
OccuEMBED: Occupancy Extraction Merged with Building Energy Disaggregation for Occupant-Responsive Operation at Scale
Kolmogorov-Arnold Networks: Approximation and Learning Guarantees for Functions and their Derivatives
Conformalized-KANs: Uncertainty Quantification with Coverage Guarantees for Kolmogorov-Arnold Networks (KANs) in Scientific Machine Learning
Efficient Implicit Neural Compression of Point Clouds via Learnable Activation in Latent Space
KAN or MLP? Point Cloud Shows the Way Forward
ChemKANs for Combustion Chemistry Modeling and Acceleration
Towards Explainable Fusion and Balanced Learning in Multimodal Sentiment Analysis
MLPs and KANs for data-driven learning in physical problems: A performance comparison
Representation Meets Optimization: Training PINNs and PIKANs for Gray-Box Discovery in Systems Pharmacology
출처: Papers with Code · CC BY-SA 4.0. 아카이브 자료와 새로 수집한 논문은 별도로 관리합니다.