Graph Representation Learning Attentive Walk-Aggregating Graph Neural Network public – 2 min read Have you ever heard of AWARE? It stands for Attentive Walk-Aggregating GRaph Neural NEtwork. It may sound complicated, but it's… Apr 23, 2023 Devin Schumacher
Graph Representation Learning Graph Finite-State Automaton public – 2 min read GFSA or Graph Finite-State Automaton is a layer that can be used for learning graph structure. This layer is differentiable,… Apr 23, 2023 Devin Schumacher
Graph Representation Learning Learnable adjacency matrix GCN public – 3 min read In recent years, graph neural networks (GNNs) have been gaining popularity in the field of deep learning for their ability… Apr 23, 2023 Devin Schumacher
Graph Representation Learning DeepDrug public – 2 min read DeepDrug is a cutting-edge deep learning framework that has revolutionized the process of drug design and discovery. By combining the… Apr 23, 2023 Devin Schumacher
3D Representations Graph Representation Learning Graphic Mutual Information public – 2 min read What is GMI? GMI, also known as Graphic Mutual Information, is a measurement method used to determine the correlation between… Apr 23, 2023 Devin Schumacher
Graph Embeddings Graph Representation Learning Multi-partition Embedding Interaction public – 2 min read MEI is a novel approach that addresses the efficiency--expressiveness trade-off issue in knowledge graph embedding, which has been a challenging… Apr 23, 2023 Devin Schumacher
Graph Representation Learning Graph sampling based inductive learning method public – 3 min read Introduction to GraphSAINT GraphSAINT is a powerful new tool that helps train large scale graph neural networks (GNNs) more efficiently.… Apr 23, 2023 Devin Schumacher