{"id":"https://openalex.org/W4311079930","doi":"https://doi.org/10.1145/3575637.3575646","title":"Data Augmentation for Deep Graph Learning","display_name":"Data Augmentation for Deep Graph Learning","publication_year":2022,"publication_date":"2022-11-29","ids":{"openalex":"https://openalex.org/W4311079930","doi":"https://doi.org/10.1145/3575637.3575646"},"language":"en","primary_location":{"id":"doi:10.1145/3575637.3575646","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3575637.3575646","pdf_url":null,"source":{"id":"https://openalex.org/S4210176598","display_name":"ACM SIGKDD Explorations Newsletter","issn_l":"1931-0145","issn":["1931-0145","1931-0153"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM SIGKDD Explorations Newsletter","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044455276","display_name":"Kaize Ding","orcid":"https://orcid.org/0000-0001-6684-6752"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Kaize Ding","raw_affiliation_strings":["Arizona State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arizona State University","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054388396","display_name":"Zhe Xu","orcid":"https://orcid.org/0000-0002-6675-1398"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhe Xu","raw_affiliation_strings":["University of Illinois at Urbana-Champaign"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068043486","display_name":"Hanghang Tong","orcid":"https://orcid.org/0000-0003-4405-3887"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hanghang Tong","raw_affiliation_strings":["University of Illinois at Urbana-Champaign"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100338946","display_name":"Huan Liu","orcid":"https://orcid.org/0000-0002-3264-7904"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Huan Liu","raw_affiliation_strings":["Arizona State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arizona State University","institution_ids":["https://openalex.org/I55732556"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5044455276"],"corresponding_institution_ids":["https://openalex.org/I55732556"],"apc_list":null,"apc_paid":null,"fwci":26.3675,"has_fulltext":false,"cited_by_count":202,"citation_normalized_percentile":{"value":0.99697372,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"24","issue":"2","first_page":"61","last_page":"77"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.9850000143051147,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9782999753952026,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7612949013710022},{"id":"https://openalex.org/keywords/graph-database","display_name":"Graph database","score":0.5004255771636963},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.48104003071784973},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4760270416736603},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.45598462224006653},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4271096885204315},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3644227385520935}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7612949013710022},{"id":"https://openalex.org/C176225458","wikidata":"https://www.wikidata.org/wiki/Q595971","display_name":"Graph database","level":3,"score":0.5004255771636963},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.48104003071784973},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4760270416736603},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.45598462224006653},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4271096885204315},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3644227385520935}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3575637.3575646","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3575637.3575646","pdf_url":null,"source":{"id":"https://openalex.org/S4210176598","display_name":"ACM SIGKDD Explorations Newsletter","issn_l":"1931-0145","issn":["1931-0145","1931-0153"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM SIGKDD Explorations Newsletter","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.49000000953674316,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":125,"referenced_works":["https://openalex.org/W14071851","https://openalex.org/W1945616565","https://openalex.org/W2048679005","https://openalex.org/W2086254934","https://openalex.org/W2101210369","https://openalex.org/W2348679751","https://openalex.org/W2519887557","https://openalex.org/W2786915849","https://openalex.org/W2900763475","https://openalex.org/W2921861056","https://openalex.org/W2924719072","https://openalex.org/W2927877357","https://openalex.org/W2944250323","https://openalex.org/W2945827377","https://openalex.org/W2961295589","https://openalex.org/W2962369866","https://openalex.org/W2962810718","https://openalex.org/W2963456618","https://openalex.org/W2964051675","https://openalex.org/W2964583308","https://openalex.org/W2966398094","https://openalex.org/W2970090796","https://openalex.org/W2976151369","https://openalex.org/W2985331920","https://openalex.org/W2996268457","https://openalex.org/W2997079913","https://openalex.org/W2997909961","https://openalex.org/W2998122931","https://openalex.org/W2998269939","https://openalex.org/W2998496395","https://openalex.org/W2998662521","https://openalex.org/W3005187920","https://openalex.org/W3005922524","https://openalex.org/W3034190530","https://openalex.org/W3034693603","https://openalex.org/W3035237749","https://openalex.org/W3035664258","https://openalex.org/W3035666843","https://openalex.org/W3035739162","https://openalex.org/W3036106327","https://openalex.org/W3036446966","https://openalex.org/W3039500550","https://openalex.org/W3040731923","https://openalex.org/W3080644389","https://openalex.org/W3080997787","https://openalex.org/W3081203761","https://openalex.org/W3086452730","https://openalex.org/W3092206109","https://openalex.org/W3094003325","https://openalex.org/W3094624443","https://openalex.org/W3095746859","https://openalex.org/W3096200195","https://openalex.org/W3098797593","https://openalex.org/W3099152386","https://openalex.org/W3101543043","https://openalex.org/W3101553402","https://openalex.org/W3102123202","https://openalex.org/W3106229813","https://openalex.org/W3113712486","https://openalex.org/W3116239416","https://openalex.org/W3126138172","https://openalex.org/W3126928293","https://openalex.org/W3129850062","https://openalex.org/W3134210100","https://openalex.org/W3134509497","https://openalex.org/W3153206160","https://openalex.org/W3153880451","https://openalex.org/W3154503084","https://openalex.org/W3155886566","https://openalex.org/W3156441686","https://openalex.org/W3166215705","https://openalex.org/W3166257724","https://openalex.org/W3168406300","https://openalex.org/W3172402898","https://openalex.org/W3172620719","https://openalex.org/W3175971420","https://openalex.org/W3186377753","https://openalex.org/W3190214286","https://openalex.org/W3204453541","https://openalex.org/W3209752990","https://openalex.org/W3211726607","https://openalex.org/W3213106395","https://openalex.org/W3215707055","https://openalex.org/W4200095136","https://openalex.org/W4214899340","https://openalex.org/W4220672543","https://openalex.org/W4221023051","https://openalex.org/W4221139060","https://openalex.org/W4221150126","https://openalex.org/W4224312546","https://openalex.org/W4225657277","https://openalex.org/W4232195515","https://openalex.org/W4281387042","https://openalex.org/W4281489163","https://openalex.org/W4283076909","https://openalex.org/W4283796272","https://openalex.org/W4283817086","https://openalex.org/W4287331425","https://openalex.org/W4290876361","https://openalex.org/W6607045254","https://openalex.org/W6639055396","https://openalex.org/W6641394778","https://openalex.org/W6667957106","https://openalex.org/W6736685754","https://openalex.org/W6760001035","https://openalex.org/W6765507828","https://openalex.org/W6766892243","https://openalex.org/W6769077657","https://openalex.org/W6784197153","https://openalex.org/W6784694379","https://openalex.org/W6784958482","https://openalex.org/W6784974207","https://openalex.org/W6788804761","https://openalex.org/W6793795154","https://openalex.org/W6795898371","https://openalex.org/W6801081114","https://openalex.org/W6802256862","https://openalex.org/W6803400136","https://openalex.org/W6803425262","https://openalex.org/W6803537983","https://openalex.org/W6804077179","https://openalex.org/W6804167365","https://openalex.org/W6807384801","https://openalex.org/W6810905895","https://openalex.org/W6840498049"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W2611989081","https://openalex.org/W4230611425","https://openalex.org/W2731899572","https://openalex.org/W4380075502","https://openalex.org/W3115442681","https://openalex.org/W2007838763","https://openalex.org/W2391000461","https://openalex.org/W4386112722","https://openalex.org/W2972311463"],"abstract_inverted_index":{"Graph":[0],"neural":[1],"networks,":[2],"a":[3,92,102,181],"powerful":[4],"deep":[5,31,84,131],"learning":[6,19,86,137,161],"tool":[7],"to":[8,191],"model":[9,151],"graph-structured":[10,51],"data,":[11],"have":[12],"demonstrated":[13],"remarkable":[14],"performance":[15],"on":[16,36,111,140,164],"numerous":[17],"graph":[18,32,37,70,85,95,122,132,136,146,154,160,172,192],"tasks.":[20],"To":[21],"address":[22],"the":[23,34,67,76,107,112,119,142,150,166,187,203],"data":[24,27,38,45,52,71,96,123,155,169,173,193],"noise":[25],"and":[26,73,79,99,157,185,202],"scarcity":[28],"issues":[29],"in":[30,56,82,125,129,205],"learning,":[33],"research":[35,200],"augmentation":[39,46,72,97,124],"has":[40],"intensified":[41],"lately.":[42],"However,":[43],"conventional":[44],"methods":[47],"can":[48],"hardly":[49],"handle":[50],"which":[53,138,162],"is":[54],"defined":[55],"non-Euclidean":[57],"space":[58],"with":[59],"multi-modality.":[60],"In":[61],"this":[62],"survey,":[63],"we":[64,89,117,178,196],"formally":[65],"formulate":[66],"problem":[68,183],"of":[69,121,144],"further":[74],"review":[75,104,186],"representative":[77,127],"techniques":[78,98],"their":[80],"applications":[81,120],"different":[83],"problems.":[87],"Specifically,":[88],"first":[90],"propose":[91],"taxonomy":[93,184],"for":[94],"then":[100],"provide":[101,180],"structured":[103],"by":[105],"categorizing":[106],"related":[108,190],"work":[109],"based":[110],"augmented":[113],"information":[114],"modalities.":[115],"Moreover,":[116],"summarize":[118],"two":[126],"problems":[128],"data-centric":[130],"learning:":[133],"(1)":[134],"reliable":[135],"focuses":[139],"enhancing":[141],"utility":[143],"input":[145],"as":[147,149],"well":[148],"capacity":[152],"via":[153],"augmentation;":[156],"(2)":[158],"low-resource":[159],"targets":[163],"enlarging":[165],"labeled":[167],"training":[168],"scale":[170],"through":[171],"augmentation.":[174,194],"For":[175],"each":[176],"problem,":[177],"also":[179],"hierarchical":[182],"existing":[188],"literature":[189],"Finally,":[195],"point":[197],"out":[198],"promising":[199],"directions":[201],"challenges":[204],"future":[206],"research.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":70},{"year":2024,"cited_by_count":74},{"year":2023,"cited_by_count":40},{"year":2022,"cited_by_count":6}],"updated_date":"2026-06-03T09:05:47.796612","created_date":"2025-10-10T00:00:00"}