Web[ICML 2024] "Graph Contrastive Learning Automated" by Yuning You, Tianlong Chen, Yang Shen, Zhangyang Wang; [WSDM 2024] "Bringing Your Own View: Graph Contrastive Learning without Prefabricated Data Augmentations" by Yuning You, Tianlong Chen, Zhangyang Wang, Yang Shen - GraphCL_Automated/model.py at master · Shen … WebExtensive experiments demonstrate that JOAO performs on par with or sometimes better than the state-of-the-art competitors including GraphCL, on multiple graph datasets of various scales and types, yet without resorting to any laborious dataset-specific tuning on augmentation selection.
[2007.08025] GraphCL: Contrastive Self-Supervised Learning of …
WebOct 11, 2024 · [NeurIPS 2024] "Graph Contrastive Learning with Augmentations" by Yuning You, Tianlong Chen, Yongduo Sui, Ting Chen, Zhangyang Wang, Yang Shen - GraphCL/gcn_conv.py at master · Shen-Lab/GraphCL WebGITHUB Social Networks 4999 508.52 594.87 IMDB-B Social Networks 1000 19.77 96.53 MNIST Superpixel Graphs 70000 70.57 8 ... rigorously showing that GraphCL can be … razorback t-shirts wholesale
graphql-cli
WebJan 1, 2024 · Our principled and automated approach has proven to be competitive against the state-of-the-art graph self-supervision methods, including GraphCL, on benchmarks of small graphs; and shown even better generalizability on large-scale graphs, without resorting to human expertise or downstream validation. WebSep 30, 2024 · Since GraphQL and Go are both statically-typed languages, we wanted to be able to write a query and automatically validate the query against our schema, then generate a Go struct which we can use in our code. And we knew it was possible: we already do similar things in our GraphQL servers and in JavaScript! A quick tour of genqlient Web• Leveraging GraphCL (You et al.,2024a) as the base-line model, we introduce joint augmentation optimization (JOAO) as a plug-and-play framework. JOAO is the first to automate the augmentation selection when perform-ing contrastive learning on specific graph data. It frees GraphCL from expensive trial-and-errors, or empirical razor-back turf edger half moon 61108