Facebook Research just published an awesome paper on learning hierarchical representations

Well this was the reaction from quite a few people to whom I showed the results. The results seem good to me. In one of my previous post, Cross-lingual word embeddings- What they are?, I explained about word embeddings. They can be used in different tasks like information retrieval, sentiment analysis and myriad others. Similarly we can embed graphs, and have methods like node2vec, latent space embeddings which can help us in representing graphs and subsequently in community detection and link prediction.