A Supplementary

In this supplementary material, we provide the following additions to the main submission: A.1. We use ReLU as the activation function. We provide an illustration of our weakly supervised phrase grounding model in Figure 4b (this supplemental). To incorporate our proposed CoMMA into the model of Gupta et al . Finally, the sentence loss is weighted by a hyperparameter.