{"url":"/method/gaan","slug":"gaan","name":"GaAN","full_name":"Gated Attention Networks","full_name_withheld":false,"description_markdown":"Gated Attention Networks (GaAN) is a new architecture for learning on graphs. Unlike the traditional multi-head attention mechanism, which equally consumes all attention heads, GaAN uses a convolutional sub-network to control each attention head’s importance.\r\n\r\nImage credit: [GaAN: Gated Attention Networks for Learning on Large and Spatiotemporal Graphs](https://paperswithcode.com/paper/gaan-gated-attention-networks-for-learning-on)","description_state":"present","introduced_year":null,"introduced_by":{"title":"GaAN: Gated Attention Networks for Learning on Large and Spatiotemporal Graphs","paper":"/paper/gaan-gated-attention-networks-for-learning-on","first_author":"Jiani Zhang","n_authors":6,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/gaan-gated-attention-networks-for-learning-on"},"source":{"url":"http://arxiv.org/abs/1803.07294v1","title":"GaAN: Gated Attention Networks for Learning on Large and Spatiotemporal Graphs","url_on_a_paper_host":true},"code_snippet_url":null,"code_snippet_url_on_a_code_host":false,"categories":[{"area":"Graphs","area_id":"graphs","collection":"Graph Models","url":"/methods/category/graph-models","pwc_aliases":[]}],"n_papers_tagged":2,"archive_num_papers":2,"papers_newest_first":[{"paper":null,"title":"Graph Attribute Aggregation Network with Progressive Margin Folding","date":"2019-05-14","arxiv_id":"1905.05347","n_code_links":0,"syntology":null},{"paper":"/paper/gaan-gated-attention-networks-for-learning-on","title":"GaAN: Gated Attention Networks for Learning on Large and Spatiotemporal Graphs","date":"2018-03-20","arxiv_id":"1803.07294","n_code_links":1,"syntology":null}],"papers_shown":2,"tasks":[{"task":"/task/attribute","name":"Attribute","papers":1},{"task":"/task/classification","name":"General Classification","papers":1},{"task":"/task/node-classification","name":"Node Classification","papers":1}],"tasks_shown":3,"n_tasks":3,"usage_by_year":[{"year":"2018","papers":1},{"year":"2019","papers":1}],"row_source":"methods_table","archive":{"source":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","archive_url":"https://paperswithcode.com/method/gaan"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}