Identity-Effects-Cogsci-2020

This code can be used to reproduce the numerical experiments in the paper "Generalizing Outside the Training Set: When Can Neural Networks Learn Identity Effects?" by S. Brugiapaglia, M. Liu, and P. Tupper (Proceedings of CogSci 2020).

Full paper here: https://arxiv.org/abs/2005.04330

Setup

Clone this repo

$ git clone https://github.com/mattjliu/Identity-Effects-Cogsci-2020.git

Install dependencies

$ pip install -r requirements.txt

Files

Results and training history can be found in the runs folder. Experiments and results can be viewed in experiments.ipynb.