This repository contains the source code for some environments used in our paper "Tell me why! Explanations support learning relational and causal structure" (https://arxiv.org/abs/2112.03753). In particular, this contains the implementation for the 2D odd-one-out environment with the basic, confounded, and experimenting/meta-learning versions.