Matches in SemOpenAlex for { <https://semopenalex.org/work/W4367046913> ?p ?o ?g. }
- W4367046913 abstract "Graph neural networks (GNNs) have attracted tremendous attention from the graph learning community in recent years. It has been widely adopted in various real-world applications from diverse domains, such as social networks and biological graphs. The research and applications of graph deep learning present new challenges, including the sparse nature of graph data, complicated training of GNNs, and non-standard evaluation of graph tasks. To tackle the issues, we present CogDL1, a comprehensive library for graph deep learning that allows researchers and practitioners to conduct experiments, compare methods, and build applications with ease and efficiency. In CogDL, we propose a unified design for the training and evaluation of GNN models for various graph tasks, making it unique among existing graph learning libraries. By utilizing this unified trainer, CogDL can optimize the GNN training loop with several training techniques, such as mixed precision training. Moreover, we develop efficient sparse operators for CogDL, enabling it to become the most competitive graph library for efficiency. Another important CogDL feature is its focus on ease of use with the aim of facilitating open and reproducible research of graph learning. We leverage CogDL to report and maintain benchmark results on fundamental graph tasks, which can be reproduced and directly used by the community." @default.
- W4367046913 created "2023-04-27" @default.
- W4367046913 creator A5005277155 @default.
- W4367046913 creator A5013418144 @default.
- W4367046913 creator A5015946486 @default.
- W4367046913 creator A5022136147 @default.
- W4367046913 creator A5029447710 @default.
- W4367046913 creator A5035227503 @default.
- W4367046913 creator A5035985651 @default.
- W4367046913 creator A5039179408 @default.
- W4367046913 creator A5044791875 @default.
- W4367046913 creator A5046260678 @default.
- W4367046913 creator A5052284218 @default.
- W4367046913 creator A5060102585 @default.
- W4367046913 creator A5060171040 @default.
- W4367046913 creator A5061318044 @default.
- W4367046913 creator A5065739587 @default.
- W4367046913 creator A5082599714 @default.
- W4367046913 creator A5086476893 @default.
- W4367046913 creator A5091454368 @default.
- W4367046913 date "2023-04-30" @default.
- W4367046913 modified "2023-09-26" @default.
- W4367046913 title "CogDL: A Comprehensive Library for Graph Deep Learning" @default.
- W4367046913 cites W2008857988 @default.
- W4367046913 cites W2022322548 @default.
- W4367046913 cites W2046253692 @default.
- W4367046913 cites W2090891622 @default.
- W4367046913 cites W2153635508 @default.
- W4367046913 cites W2168627253 @default.
- W4367046913 cites W2743104969 @default.
- W4367046913 cites W2788919350 @default.
- W4367046913 cites W2803831897 @default.
- W4367046913 cites W2809583854 @default.
- W4367046913 cites W2911286998 @default.
- W4367046913 cites W2914721378 @default.
- W4367046913 cites W2945827377 @default.
- W4367046913 cites W2949676527 @default.
- W4367046913 cites W2962756421 @default.
- W4367046913 cites W2966502719 @default.
- W4367046913 cites W2966694634 @default.
- W4367046913 cites W2970929262 @default.
- W4367046913 cites W2998122931 @default.
- W4367046913 cites W2998269939 @default.
- W4367046913 cites W3039500550 @default.
- W4367046913 cites W3099152386 @default.
- W4367046913 cites W3100848837 @default.
- W4367046913 cites W3101158652 @default.
- W4367046913 cites W3104097132 @default.
- W4367046913 cites W3104717349 @default.
- W4367046913 cites W3152842342 @default.
- W4367046913 cites W3201719193 @default.
- W4367046913 cites W4288057716 @default.
- W4367046913 doi "https://doi.org/10.1145/3543507.3583472" @default.
- W4367046913 hasPublicationYear "2023" @default.
- W4367046913 type Work @default.
- W4367046913 citedByCount "1" @default.
- W4367046913 countsByYear W43670469132023 @default.
- W4367046913 crossrefType "proceedings-article" @default.
- W4367046913 hasAuthorship W4367046913A5005277155 @default.
- W4367046913 hasAuthorship W4367046913A5013418144 @default.
- W4367046913 hasAuthorship W4367046913A5015946486 @default.
- W4367046913 hasAuthorship W4367046913A5022136147 @default.
- W4367046913 hasAuthorship W4367046913A5029447710 @default.
- W4367046913 hasAuthorship W4367046913A5035227503 @default.
- W4367046913 hasAuthorship W4367046913A5035985651 @default.
- W4367046913 hasAuthorship W4367046913A5039179408 @default.
- W4367046913 hasAuthorship W4367046913A5044791875 @default.
- W4367046913 hasAuthorship W4367046913A5046260678 @default.
- W4367046913 hasAuthorship W4367046913A5052284218 @default.
- W4367046913 hasAuthorship W4367046913A5060102585 @default.
- W4367046913 hasAuthorship W4367046913A5060171040 @default.
- W4367046913 hasAuthorship W4367046913A5061318044 @default.
- W4367046913 hasAuthorship W4367046913A5065739587 @default.
- W4367046913 hasAuthorship W4367046913A5082599714 @default.
- W4367046913 hasAuthorship W4367046913A5086476893 @default.
- W4367046913 hasAuthorship W4367046913A5091454368 @default.
- W4367046913 hasBestOaLocation W43670469131 @default.
- W4367046913 hasConcept C108583219 @default.
- W4367046913 hasConcept C119857082 @default.
- W4367046913 hasConcept C132525143 @default.
- W4367046913 hasConcept C153083717 @default.
- W4367046913 hasConcept C154945302 @default.
- W4367046913 hasConcept C2522767166 @default.
- W4367046913 hasConcept C41008148 @default.
- W4367046913 hasConcept C80444323 @default.
- W4367046913 hasConceptScore W4367046913C108583219 @default.
- W4367046913 hasConceptScore W4367046913C119857082 @default.
- W4367046913 hasConceptScore W4367046913C132525143 @default.
- W4367046913 hasConceptScore W4367046913C153083717 @default.
- W4367046913 hasConceptScore W4367046913C154945302 @default.
- W4367046913 hasConceptScore W4367046913C2522767166 @default.
- W4367046913 hasConceptScore W4367046913C41008148 @default.
- W4367046913 hasConceptScore W4367046913C80444323 @default.
- W4367046913 hasLocation W43670469131 @default.
- W4367046913 hasLocation W43670469132 @default.
- W4367046913 hasOpenAccess W4367046913 @default.
- W4367046913 hasPrimaryLocation W43670469131 @default.
- W4367046913 hasRelatedWork W2922457425 @default.
- W4367046913 hasRelatedWork W3014300295 @default.
- W4367046913 hasRelatedWork W3164822677 @default.