WebIn this paper, we present CogDL--an extensive toolkit for deep learning on graphs--that allows researchers and developers to easily conduct experiments and build applications. In CogDL, we propose a unified design for the training loop of graph neural network (GNN) models, making it unique among existing graph learning libraries. WebTo facilitate graph deep learning research, we introduce DIG: Dive into Graphs, a turnkey library that provides a uni ed testbed for higher level, research-oriented graph deep learning tasks. Currently, we consider graph generation, self-supervised learn-ing on graphs, explainability of graph neural networks, and deep learning on 3D graphs.
Getting Started CogDL Toolkit - Tsinghua University
WebCogDL is a graph representation learning toolkit that allows re-searchers and developers to easily train and compare baseline or customized models for node classification, graph … WebIn CogDL, we propose a unified design for the training loop of graph neural network (GNN) models, making it unique among existing graph learning libraries. By utilizing this … like an angle that\u0027s less than ninety degrees
Deep learning on graphs: successes, challenges, and next steps
WebCogDL Toolkit for Graph Neural Networks Scalable Graph Neural Networks Network Embedding Theories and Systems Heterogeneous Graph Neural Networks Tutorial slides Part 1 (Click Here) Graph theory and Graph Fourier Analysis Foundations of Graph Neural Networks Part 2 (Click Here) CogDL Toolkit for Graph Neural Networks Scalable … Webintroduce CogDL, an extensive toolkit for deep learning on graphs that allows researchers and developers to easily conduct experiments and build applications. It provides standard training and evaluation for the most important tasks in the graph domain, including node classification, graph classification, etc. WebJun 28, 2024 · An Ontology-Based Deep Learning Approach for Knowledge Graph Completion with Fresh Entities June 2024 DOI: Conference: 16th International Conference on Distributed Computing and Artificial... hotel seattle downtown