Reviews: Multimodal Model-Agnostic Meta-Learning via Task-Aware Modulation

There is no missing major works in the bibliography. The Related Works and the Preliminaries are focused on the MAML algorithm, which is normal because the current algorithm is built upon MAML and is fairly different from the other kinds of meta-learning methods. The method is well explained. Reading the supplementary materials may be required to understand the details of the modulation of the parameters. The FiLM modulation operation is taken from a paper in the visual questions answering field, but the field of style transfer has also used similar methods (AdaIN) to control the style of the output image based on the style of an input image.