Generalization bounds for neural ordinary differential equations and deep residual networks

Environment

With conda

conda env create -f environment.yml

With pip

Install Python 3.9.9 and pip 22.1.2, then

pip3 install -r requirements.txt

Reproducing the paper figures

Takes about 60 hours to run on a standard laptop (no GPU). To shorten the run time, diminish the number of epochs and/or of repetitions in the config.py file.

python main.py