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Kolmogorov-Arnold Networks

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Papers presenting models which utilize Kolmogorov-Arnold networks as their underlying architecture.

코드

관련 논문과 평가 결과에 연결된 구현입니다. 출처에서 확인된 저자 구현에는 공식 코드 표시가 있습니다.

https://github.com/rotmanfinhub/deep-macrofin

공식 코드

Deep-MacroFin: Informed Equilibrium Neural Network for Continuous Time Economic Models

https://github.com/ryanfzhang/graphkan

공식 코드

GraphKAN: Enhancing Feature Extraction with Graph Kolmogorov Arnold Networks

https://github.com/sensorlab/autopathloss

공식 코드

Automated Modeling Method for Pathloss Model Discovery

https://github.com/seydi1370/basis_functions

공식 코드

Exploring the Potential of Polynomial Basis Functions in Kolmogorov-Arnold Networks: A Comparative Study of Different Groups of Polynomials

https://github.com/simzhangbest/sam2path

공식 코드

Path-SAM2: Transfer SAM2 for digital pathology semantic segmentation

https://github.com/srigas/KAN_Fault_Diagnosis

공식 코드

Explainable fault and severity classification for rolling element bearings using Kolmogorov-Arnold networks

https://github.com/srigas/jaxKAN

공식 코드

Adaptive Training of Grid-Dependent Physics-Informed Kolmogorov-Arnold Networks

https://github.com/stevezs315/attukan

공식 코드

Novel Extraction of Discriminative Fine-Grained Feature to Improve Retinal Vessel Segmentation

https://github.com/tgrex6/unetvl

공식 코드

UNetVL: Enhancing 3D Medical Image Segmentation with Chebyshev KAN Powered Vision-LSTM

https://github.com/tiwari-research-group/koopman-with-kans

공식 코드

Leveraging KANs For Enhanced Deep Koopman Operator Discovery

https://github.com/victorkich/kolmogorov-ppo

공식 코드

Kolmogorov-Arnold Network for Online Reinforcement Learning

https://github.com/wmdataphys/bayesian-hr-kan

공식 코드

Uncertainty Quantification with Bayesian Higher Order ReLU KANs

https://github.com/wtroy2/Quantum-KAN

공식 코드

Sparks of Quantum Advantage and Rapid Retraining in Machine Learning

https://github.com/yhy-whu/tk-mamba

공식 코드

TK-Mamba: Marrying KAN with Mamba for Text-Driven 3D Medical Image Segmentation

https://github.com/yizheng-wang/research-on-solving-partial-differential-equations-of-solid-mechanics-based-on-pinn

공식 코드

Kolmogorov Arnold Informed neural network: A physics-informed deep learning framework for solving forward and inverse problems based on Kolmogorov Arnold Networks

https://github.com/yjlee22/fkan

공식 코드

A Unified Benchmark of Federated Learning with Kolmogorov-Arnold Networks for Medical Imaging

https://github.com/yjlee22/kan-ecoc

공식 코드

Improving Generalizability of Kolmogorov-Arnold Networks via Error-Correcting Output Codes

https://github.com/ynu-nakatalab/x-kan

공식 코드

X-KAN: Optimizing Local Kolmogorov-Arnold Networks via Evolutionary Rule-Based Machine Learning

https://github.com/zavareh1/Wav-KAN

공식 코드

Wav-KAN: Wavelet Kolmogorov-Arnold Networks

https://github.com/zeusss9/kan_analysis

공식 코드

Exploring the Limitations of Kolmogorov-Arnold Networks in Classification: Insights to Software Training and Hardware Implementation

https://github.com/1ssb/torchkan

KAN: Kolmogorov-Arnold Networks

https://github.com/Ali-Stanford/Physics_Informed_KAN_PointNet

Physics-informed KAN PointNet: Deep learning for simultaneous solutions to inverse problems in incompressible flow on numerous irregular geometries

https://github.com/Blealtan/efficient-kan

KAN: Kolmogorov-Arnold Networks

https://github.com/Ipsedo/KolmogorovArnoldNetworks

KAN: Kolmogorov-Arnold Networks

https://github.com/WenjieDu/PyPOTS

KAN: Kolmogorov-Arnold Networks

https://github.com/athanasiosdelis/faster-kan

KAN: Kolmogorov-Arnold Networks

https://github.com/cg80499/kan-gpt-2

KAN: Kolmogorov-Arnold Networks

https://github.com/chenziwenhaoshuai/Vision-KAN

KAN: Kolmogorov-Arnold Networks

https://github.com/cometscome/fluxkan.jl

KAN: Kolmogorov-Arnold Networks

https://github.com/duttapallabi2907/u-vixlstm

U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation

https://github.com/duttapallabi2907/uvixlstm

U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation

https://github.com/engichang1467/Simple-KAN

KAN: Kolmogorov-Arnold Networks

https://github.com/engichang1467/kan-mixer

KAN: Kolmogorov-Arnold Networks

https://github.com/firasbdarwish/convkan3d

KAN: Kolmogorov-Arnold Networks

https://github.com/harveyThomas4692/llmlex

Symbolic Regression with Multimodal Large Language Models and Kolmogorov Arnold Networks

https://github.com/jaouadt/kanu_net

KAN: Kolmogorov-Arnold Networks

출처: Papers with Code · CC BY-SA 4.0. 아카이브 자료와 새로 수집한 논문은 별도로 관리합니다.