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Using KAN Networks to battle Catastrophic Forgetting in Continual Learning

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KAN'T Forget

Thesis Project

This project was completed as part of my Master thesis at the University of Edinburgh.

Description

This is an attempt to explore the benefits of using KAN networks to prevent Catastrophic Forgetting in Continual Learning settings. This repository implements the original paper on KAN networks [https://arxiv.org/abs/2404.19756] and augments the original idea so that the network can perform better when dealing with more complex tasks and higher-dimensional data such as image classification and image segmentation.

How to use this repository

Cloning

git clone https://github.com/harris2001/KAN-T-Forget

Environment Setup & Installation

python3 -m venv venv
source venv/bin/activate
pip install -r requirements.txt 

Reproducing results

python3 main.py

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Using KAN Networks to battle Catastrophic Forgetting in Continual Learning

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