This is a collection of awesome papers on the topic of Multimodal Learning with Graphs, which is organized by their published years. The repository will be be continuously updated, so stay tuned. If you found any error or any missed paper, please don't hesitate to open issues or pull requests. Any suggestions and comments are welcome ([email protected]).