{"id":"https://openalex.org/W3189231572","doi":"https://doi.org/10.1145/3447548.3467312","title":"DeGNN","display_name":"DeGNN","publication_year":2021,"publication_date":"2021-08-13","ids":{"openalex":"https://openalex.org/W3189231572","doi":"https://doi.org/10.1145/3447548.3467312","mag":"3189231572"},"language":"en","primary_location":{"id":"doi:10.1145/3447548.3467312","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3447548.3467312","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery &amp; Data Mining","raw_type":"proceedings-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/A5015552951","display_name":"Xupeng Miao","orcid":"https://orcid.org/0000-0002-9371-8358"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I2250653659","display_name":"Tencent (China)","ror":"https://ror.org/00hhjss72","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250653659"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xupeng Miao","raw_affiliation_strings":["Peking University, Tencent Inc., Beijing, China"],"affiliations":[{"raw_affiliation_string":"Peking University, Tencent Inc., Beijing, China","institution_ids":["https://openalex.org/I2250653659","https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016955253","display_name":"Nezihe Merve G\u00fcrel","orcid":"https://orcid.org/0000-0002-4747-2406"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Nezihe Merve G\u00fcrel","raw_affiliation_strings":["ETH Zurich, Zurich, Switzerland"],"affiliations":[{"raw_affiliation_string":"ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008772211","display_name":"Wentao Zhang","orcid":"https://orcid.org/0000-0002-7532-5550"},"institutions":[{"id":"https://openalex.org/I2250653659","display_name":"Tencent (China)","ror":"https://ror.org/00hhjss72","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250653659"]},{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wentao Zhang","raw_affiliation_strings":["Peking University, Tencent Inc., Beijing, China"],"affiliations":[{"raw_affiliation_string":"Peking University, Tencent Inc., Beijing, China","institution_ids":["https://openalex.org/I2250653659","https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022714894","display_name":"Zhichao Han","orcid":"https://orcid.org/0000-0003-2195-5706"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhichao Han","raw_affiliation_strings":["eBay, Beijing, China"],"affiliations":[{"raw_affiliation_string":"eBay, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100374381","display_name":"Bo Li","orcid":"https://orcid.org/0000-0001-9407-9503"},"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":"Bo Li","raw_affiliation_strings":["UIUC, Urbana-Champaign, IL, USA"],"affiliations":[{"raw_affiliation_string":"UIUC, Urbana-Champaign, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061643764","display_name":"Wei Min","orcid":"https://orcid.org/0000-0001-9149-4736"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wei Min","raw_affiliation_strings":["eBay, Beijing, China"],"affiliations":[{"raw_affiliation_string":"eBay, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102961956","display_name":"Susie Xi Rao","orcid":"https://orcid.org/0000-0003-2379-1506"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Susie Xi Rao","raw_affiliation_strings":["ETH Zurich, Zurich, Switzerland"],"affiliations":[{"raw_affiliation_string":"ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083848214","display_name":"Hansheng Ren","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hansheng Ren","raw_affiliation_strings":["UCAS, China, Beijing, China"],"affiliations":[{"raw_affiliation_string":"UCAS, China, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005191608","display_name":"Yinan Shan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yinan Shan","raw_affiliation_strings":["eBay, Beijing, China"],"affiliations":[{"raw_affiliation_string":"eBay, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014615052","display_name":"Yingxia Shao","orcid":"https://orcid.org/0000-0002-8559-2628"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yingxia Shao","raw_affiliation_strings":["BUPT, Beijing, China"],"affiliations":[{"raw_affiliation_string":"BUPT, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107858294","display_name":"Yujie Wang","orcid":"https://orcid.org/0009-0000-9102-5497"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yujie Wang","raw_affiliation_strings":["MSRA, Beijing, China","Peking University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"MSRA, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101554656","display_name":"Fan Wu","orcid":"https://orcid.org/0000-0002-7812-2011"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fan Wu","raw_affiliation_strings":["UIUC, Urbana-Champaign, IL, China"],"affiliations":[{"raw_affiliation_string":"UIUC, Urbana-Champaign, IL, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074733691","display_name":"Hui Xue","orcid":"https://orcid.org/0000-0002-7970-8647"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hui Xue","raw_affiliation_strings":["MSRA, Beijing, China"],"affiliations":[{"raw_affiliation_string":"MSRA, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041619025","display_name":"Yaming Yang","orcid":"https://orcid.org/0000-0002-8830-1208"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yaming Yang","raw_affiliation_strings":["MSRA, Beijing, China"],"affiliations":[{"raw_affiliation_string":"MSRA, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101431232","display_name":"Zitao Zhang","orcid":"https://orcid.org/0000-0002-4280-2824"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zitao Zhang","raw_affiliation_strings":["eBay, Beijing, China"],"affiliations":[{"raw_affiliation_string":"eBay, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013718214","display_name":"Yang Zhao","orcid":"https://orcid.org/0000-0002-5140-5126"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang Zhao","raw_affiliation_strings":["eBay, Beijing, China"],"affiliations":[{"raw_affiliation_string":"eBay, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100328838","display_name":"Shuai Zhang","orcid":"https://orcid.org/0000-0001-8502-2927"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Shuai Zhang","raw_affiliation_strings":["ETH Zurich, Zurich, Switzerland"],"affiliations":[{"raw_affiliation_string":"ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100776575","display_name":"Yujing Wang","orcid":"https://orcid.org/0000-0002-6334-245X"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yujing Wang","raw_affiliation_strings":["MSRA, Beijing, China","Peking University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"MSRA, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062357883","display_name":"Bin Cui","orcid":"https://orcid.org/0000-0003-1681-4677"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Cui","raw_affiliation_strings":["Peking University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004750246","display_name":"Ce Zhang","orcid":"https://orcid.org/0000-0001-5100-3584"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Ce Zhang","raw_affiliation_strings":["ETH Zurich, Zurich, Switzerland"],"affiliations":[{"raw_affiliation_string":"ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":20,"corresponding_author_ids":["https://openalex.org/A5015552951"],"corresponding_institution_ids":["https://openalex.org/I20231570","https://openalex.org/I2250653659"],"apc_list":null,"apc_paid":null,"fwci":2.5193,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.91121695,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1223","last_page":"1233"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998999834060669,"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":0.9998999834060669,"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/T12292","display_name":"Graph Theory and Algorithms","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9853000044822693,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6970432996749878},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.5704056620597839},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5667743682861328},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32699131965637207}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6970432996749878},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.5704056620597839},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5667743682861328},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32699131965637207}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3447548.3467312","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3447548.3467312","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery &amp; Data Mining","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1996053859","https://openalex.org/W2070232376","https://openalex.org/W2123469175","https://openalex.org/W2130509920","https://openalex.org/W2267835514","https://openalex.org/W2519887557","https://openalex.org/W2594083602","https://openalex.org/W2612186437","https://openalex.org/W2624431344","https://openalex.org/W2773131141","https://openalex.org/W2784814091","https://openalex.org/W2786915849","https://openalex.org/W2788284887","https://openalex.org/W2791187237","https://openalex.org/W2916106175","https://openalex.org/W2922439028","https://openalex.org/W2945420892","https://openalex.org/W2945827377","https://openalex.org/W2949945331","https://openalex.org/W2962711740","https://openalex.org/W2963782635","https://openalex.org/W2963858333","https://openalex.org/W2964114465","https://openalex.org/W2964124573","https://openalex.org/W2965469401","https://openalex.org/W2970632477","https://openalex.org/W2970929262","https://openalex.org/W2971328361","https://openalex.org/W2994968268","https://openalex.org/W2996320484","https://openalex.org/W2999269676","https://openalex.org/W3012816161","https://openalex.org/W3023884480","https://openalex.org/W3024834561","https://openalex.org/W3030204405","https://openalex.org/W3046123837","https://openalex.org/W3081031082","https://openalex.org/W3090347762","https://openalex.org/W3099179075","https://openalex.org/W3101434632","https://openalex.org/W3101553402","https://openalex.org/W3105136071","https://openalex.org/W3105850018","https://openalex.org/W3180180626","https://openalex.org/W6693641549","https://openalex.org/W6762518954","https://openalex.org/W6767170036","https://openalex.org/W6767487601"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Mining":[0],"from":[1,67,135],"graph-structured":[2],"data":[3,10],"is":[4],"an":[5,30,119],"integral":[6],"component":[7],"of":[8,73,86,104,157,181,211],"graph":[9,16,25,75,97,106,114,122,174,205],"management.":[11],"A":[12],"recent":[13],"trending":[14],"technique,":[15],"convolutional":[17],"network":[18],"(GCN),":[19],"has":[20],"gained":[21],"momentum":[22],"in":[23,33,51],"the":[24,38,71,83,102,136,145,149,155,168,179,186,209],"mining":[26],"field,":[27],"and":[28,54,81,117,139,154,199],"plays":[29],"essential":[31],"part":[32],"numerous":[34],"graph-related":[35],"tasks.":[36,226],"Although":[37],"emerging":[39],"GCN":[40,63,134,158,190],"optimization":[41],"techniques":[42],"bring":[43],"improvements":[44],"to":[45,79,100,160,165],"specific":[46],"scenarios,":[47],"they":[48],"perform":[49],"diversely":[50],"different":[52],"applications":[53],"introduce":[55],"many":[56],"trial-and-error":[57],"costs":[58],"for":[59],"practitioners.":[60],"Moreover,":[61,214],"existing":[62,113],"models":[64],"often":[65],"suffer":[66],"oversmoothing":[68],"problem.":[69],"Besides,":[70],"entanglement":[72],"various":[74,196],"patterns":[76],"could":[77],"lead":[78],"non-robustness":[80],"harm":[82],"final":[84],"performance":[85,103,210],"GCNs.":[87],"In":[88],"this":[89],"work,":[90],"we":[91,131,171],"propose":[92,118],"a":[93,128],"simple":[94],"yet":[95],"efficient":[96],"decomposition":[98,115,123,175,206],"approach":[99],"improve":[101],"general":[105],"neural":[107],"networks.":[108],"We":[109],"first":[110],"empirically":[111],"study":[112],"methods":[116],"automatic":[120],"connectivity-ware":[121],"algorithm,":[124],"DeGNN.":[125],"To":[126],"provide":[127],"theoretical":[129],"explanation,":[130],"then":[132],"characterize":[133],"information-theoretic":[137],"perspective":[138],"show":[140,172],"that":[141,173,204],"under":[142],"certain":[143],"conditions,":[144],"mutual":[146],"information":[147,187],"between":[148],"output":[150],"after":[151],"l":[152],"layers":[153],"input":[156],"converges":[159],"0":[161],"exponentially":[162],"with":[163],"respect":[164],"l.":[166],"On":[167],"other":[169],"hand,":[170],"can":[176],"potentially":[177],"weaken":[178],"condition":[180],"such":[182],"convergence":[183],"rate,":[184],"alleviating":[185],"loss":[188],"when":[189],"becomes":[191],"deeper.":[192],"Extensive":[193],"experiments":[194],"on":[195,222],"academic":[197],"benchmarks":[198],"real-world":[200],"production":[201],"datasets":[202],"demonstrate":[203],"generally":[207],"boosts":[208],"GNN":[212],"models.":[213],"our":[215],"proposed":[216],"solution":[217],"DeGNN":[218],"achieves":[219],"state-of-the-art":[220],"performances":[221],"almost":[223],"all":[224],"these":[225]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2021-08-16T00:00:00"}
