Beyond Vector Spaces: Compact Data Representation as Differentiable Weighted Graphs

Denis Mazur, Vage Egiazarian, Stanislav Morozov +1

Learning useful representations is a key ingredient to the success of modern machine learning. Currently, representation learning mostly relies on embedding data into Euclidean spa…