Prerequisites:

python 3.7.3

CUDA 11.2

torch 1.8.0

torchvision 0.9.0

numpy 1.16.2

Methods

alps.py ALPS [Desalvo et al. 2021]

margin.py Margin

neual_ntk.py NeuralAL-NTK-Dynamic [Wang et al. 2021]

neuronal_pool.py Our method

neuronal_stream.py Our method

i_neural.py I-NeurAL [Ban et al. 2022]

Other files

dataset/ Datasets

create_folders File to create the necessary directories needed for execution

load_data_addon.py Load datasets

load_data.py Load datasets

plot_stream.ipynb Plots regret graphs from NeurONAL-Stream

plot_pool.ipynb Plots testing accuracy graphs from NeurONAL-Pool

run.py Runs the methods

utils.py Load datasets

Usage

1. Create all the folders using source create_folders

2. Run py run.py (-h shows options for arguments) to run a method