{"id":"https://openalex.org/W3118768507","doi":"https://doi.org/10.1109/tpami.2023.3306930","title":"DeeperGCN: Training Deeper GCNs with Generalized Aggregation Functions","display_name":"DeeperGCN: Training Deeper GCNs with Generalized Aggregation Functions","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W3118768507","doi":"https://doi.org/10.1109/tpami.2023.3306930","mag":"3118768507","pmid":"https://pubmed.ncbi.nlm.nih.gov/37603491"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2023.3306930","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2023.3306930","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5100759678","display_name":"Guohao Li","orcid":"https://orcid.org/0000-0003-0260-5129"},"institutions":[{"id":"https://openalex.org/I4210143490","display_name":"Computing Center","ror":"https://ror.org/0557kgc34","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210143490","https://openalex.org/I4210148470"]},{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["RU","SA"],"is_corresponding":true,"raw_author_name":"Guohao Li","raw_affiliation_strings":["Visual Computing Center, KAUST, Thuwal, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Visual Computing Center, KAUST, Thuwal, Saudi Arabia","institution_ids":["https://openalex.org/I4210143490","https://openalex.org/I71920554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059994216","display_name":"Chenxin Xiong","orcid":null},"institutions":[{"id":"https://openalex.org/I4210143490","display_name":"Computing Center","ror":"https://ror.org/0557kgc34","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210143490","https://openalex.org/I4210148470"]},{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["RU","SA"],"is_corresponding":false,"raw_author_name":"Chenxin Xiong","raw_affiliation_strings":["Visual Computing Center, KAUST, Thuwal, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Visual Computing Center, KAUST, Thuwal, Saudi Arabia","institution_ids":["https://openalex.org/I4210143490","https://openalex.org/I71920554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032922702","display_name":"Guocheng Qian","orcid":"https://orcid.org/0000-0002-2935-8570"},"institutions":[{"id":"https://openalex.org/I4210143490","display_name":"Computing Center","ror":"https://ror.org/0557kgc34","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210143490","https://openalex.org/I4210148470"]},{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["RU","SA"],"is_corresponding":false,"raw_author_name":"Guocheng Qian","raw_affiliation_strings":["Visual Computing Center, KAUST, Thuwal, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Visual Computing Center, KAUST, Thuwal, Saudi Arabia","institution_ids":["https://openalex.org/I4210143490","https://openalex.org/I71920554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026143507","display_name":"Ali Thabet","orcid":"https://orcid.org/0000-0001-7513-0748"},"institutions":[{"id":"https://openalex.org/I4210143490","display_name":"Computing Center","ror":"https://ror.org/0557kgc34","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210143490","https://openalex.org/I4210148470"]},{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["RU","SA"],"is_corresponding":false,"raw_author_name":"Ali Thabet","raw_affiliation_strings":["Visual Computing Center, KAUST, Thuwal, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Visual Computing Center, KAUST, Thuwal, Saudi Arabia","institution_ids":["https://openalex.org/I4210143490","https://openalex.org/I71920554"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024763828","display_name":"Bernard Ghanem","orcid":"https://orcid.org/0000-0002-5534-587X"},"institutions":[{"id":"https://openalex.org/I4210143490","display_name":"Computing Center","ror":"https://ror.org/0557kgc34","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210143490","https://openalex.org/I4210148470"]},{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["RU","SA"],"is_corresponding":false,"raw_author_name":"Bernard Ghanem","raw_affiliation_strings":["Visual Computing Center, KAUST, Thuwal, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Visual Computing Center, KAUST, Thuwal, Saudi Arabia","institution_ids":["https://openalex.org/I4210143490","https://openalex.org/I71920554"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100759678"],"corresponding_institution_ids":["https://openalex.org/I4210143490","https://openalex.org/I71920554"],"apc_list":null,"apc_paid":null,"fwci":3.4793,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.93813926,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"45","issue":"11","first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9997000098228455,"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":0.9997000098228455,"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/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9850999712944031,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9790999889373779,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7381525039672852},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6135192513465881},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5437328815460205},{"id":"https://openalex.org/keywords/differentiable-function","display_name":"Differentiable function","score":0.5356388092041016},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5260353088378906},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5110970139503479},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.48719877004623413},{"id":"https://openalex.org/keywords/permutation","display_name":"Permutation (music)","score":0.47062066197395325},{"id":"https://openalex.org/keywords/invariant","display_name":"Invariant (physics)","score":0.46671268343925476},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4107059836387634},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.35048454999923706},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16920670866966248}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7381525039672852},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6135192513465881},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5437328815460205},{"id":"https://openalex.org/C202615002","wikidata":"https://www.wikidata.org/wiki/Q783507","display_name":"Differentiable function","level":2,"score":0.5356388092041016},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5260353088378906},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5110970139503479},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.48719877004623413},{"id":"https://openalex.org/C21308566","wikidata":"https://www.wikidata.org/wiki/Q7169365","display_name":"Permutation (music)","level":2,"score":0.47062066197395325},{"id":"https://openalex.org/C190470478","wikidata":"https://www.wikidata.org/wiki/Q2370229","display_name":"Invariant (physics)","level":2,"score":0.46671268343925476},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4107059836387634},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.35048454999923706},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16920670866966248},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C37914503","wikidata":"https://www.wikidata.org/wiki/Q156495","display_name":"Mathematical physics","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1109/tpami.2023.3306930","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2023.3306930","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:37603491","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37603491","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null},{"id":"pmh:oai:repository.kaust.edu.sa:10754/693883","is_oa":false,"landing_page_url":"http://hdl.handle.net/10754/693883","pdf_url":null,"source":{"id":"https://openalex.org/S4306401596","display_name":"King Abdullah University of Science and Technology Repository (King Abdullah University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I71920554","host_organization_name":"King Abdullah University of Science and Technology","host_organization_lineage":["https://openalex.org/I71920554"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:repository.kaust.edu.sa:10754/693884","is_oa":false,"landing_page_url":"http://hdl.handle.net/10754/693884","pdf_url":null,"source":{"id":"https://openalex.org/S4306401596","display_name":"King Abdullah University of Science and Technology Repository (King Abdullah University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I71920554","host_organization_name":"King Abdullah University of Science and Technology","host_organization_lineage":["https://openalex.org/I71920554"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:repository.kaust.edu.sa:10754/693885","is_oa":false,"landing_page_url":"http://hdl.handle.net/10754/693885","pdf_url":null,"source":{"id":"https://openalex.org/S4306401596","display_name":"King Abdullah University of Science and Technology Repository (King Abdullah University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I71920554","host_organization_name":"King Abdullah University of Science and Technology","host_organization_lineage":["https://openalex.org/I71920554"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:repository.kaust.edu.sa:10754/693886","is_oa":false,"landing_page_url":"http://hdl.handle.net/10754/693886","pdf_url":null,"source":{"id":"https://openalex.org/S4306401596","display_name":"King Abdullah University of Science and Technology Repository (King Abdullah University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I71920554","host_organization_name":"King Abdullah University of Science and Technology","host_organization_lineage":["https://openalex.org/I71920554"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":120,"referenced_works":["https://openalex.org/W637153065","https://openalex.org/W1662382123","https://openalex.org/W1665214252","https://openalex.org/W1821462560","https://openalex.org/W1836465849","https://openalex.org/W2116341502","https://openalex.org/W2133564696","https://openalex.org/W2154851992","https://openalex.org/W2161914416","https://openalex.org/W2194775991","https://openalex.org/W2302255633","https://openalex.org/W2558460151","https://openalex.org/W2560609797","https://openalex.org/W2586114507","https://openalex.org/W2604763608","https://openalex.org/W2606101940","https://openalex.org/W2606780347","https://openalex.org/W2789391803","https://openalex.org/W2790814121","https://openalex.org/W2804057010","https://openalex.org/W2805516822","https://openalex.org/W2809418595","https://openalex.org/W2906204361","https://openalex.org/W2906351695","https://openalex.org/W2916106175","https://openalex.org/W2943931381","https://openalex.org/W2945827377","https://openalex.org/W2953048569","https://openalex.org/W2961295589","https://openalex.org/W2962711740","https://openalex.org/W2962756421","https://openalex.org/W2963017945","https://openalex.org/W2963084622","https://openalex.org/W2963241951","https://openalex.org/W2963312446","https://openalex.org/W2963446712","https://openalex.org/W2963695795","https://openalex.org/W2963791934","https://openalex.org/W2963840672","https://openalex.org/W2964015378","https://openalex.org/W2964051675","https://openalex.org/W2964137095","https://openalex.org/W2964145825","https://openalex.org/W2964321699","https://openalex.org/W2975868979","https://openalex.org/W2979750740","https://openalex.org/W2990045899","https://openalex.org/W2995345478","https://openalex.org/W2996268457","https://openalex.org/W3016124664","https://openalex.org/W3019011053","https://openalex.org/W3034492151","https://openalex.org/W3035110821","https://openalex.org/W3035520955","https://openalex.org/W3036535673","https://openalex.org/W3042770487","https://openalex.org/W3097264851","https://openalex.org/W3099375322","https://openalex.org/W3100078588","https://openalex.org/W3101553402","https://openalex.org/W3104097132","https://openalex.org/W3153131045","https://openalex.org/W4287829537","https://openalex.org/W4288347098","https://openalex.org/W4288419263","https://openalex.org/W4288621401","https://openalex.org/W4289099997","https://openalex.org/W4289389616","https://openalex.org/W4294558607","https://openalex.org/W4295312788","https://openalex.org/W4297733535","https://openalex.org/W6620673361","https://openalex.org/W6637178625","https://openalex.org/W6637242042","https://openalex.org/W6638523607","https://openalex.org/W6638667902","https://openalex.org/W6679434410","https://openalex.org/W6683825394","https://openalex.org/W6696085341","https://openalex.org/W6699364125","https://openalex.org/W6713582119","https://openalex.org/W6720006811","https://openalex.org/W6726873649","https://openalex.org/W6733367512","https://openalex.org/W6736057607","https://openalex.org/W6736534893","https://openalex.org/W6736685754","https://openalex.org/W6738964360","https://openalex.org/W6744580074","https://openalex.org/W6748516964","https://openalex.org/W6748799445","https://openalex.org/W6748848838","https://openalex.org/W6749077313","https://openalex.org/W6751796012","https://openalex.org/W6752110883","https://openalex.org/W6754929296","https://openalex.org/W6755863455","https://openalex.org/W6757137939","https://openalex.org/W6757421742","https://openalex.org/W6757713970","https://openalex.org/W6758537753","https://openalex.org/W6760001035","https://openalex.org/W6760045743","https://openalex.org/W6762078418","https://openalex.org/W6762453230","https://openalex.org/W6763422710","https://openalex.org/W6765543928","https://openalex.org/W6766978945","https://openalex.org/W6767998753","https://openalex.org/W6769092588","https://openalex.org/W6771932116","https://openalex.org/W6774097426","https://openalex.org/W6775947557","https://openalex.org/W6776072314","https://openalex.org/W6776488958","https://openalex.org/W6779263659","https://openalex.org/W6779961489","https://openalex.org/W6780180721","https://openalex.org/W6780226713","https://openalex.org/W6784568508"],"related_works":["https://openalex.org/W4285277090","https://openalex.org/W2378211422","https://openalex.org/W4327738859","https://openalex.org/W2745001401","https://openalex.org/W4321353415","https://openalex.org/W2130974462","https://openalex.org/W972276598","https://openalex.org/W4246352526","https://openalex.org/W2028665553","https://openalex.org/W2952384777"],"abstract_inverted_index":{"Graph":[0,172],"Neural":[1],"Networks":[2],"(GNNs)":[3],"have":[4],"been":[5],"drawing":[6],"significant":[7],"attention":[8],"to":[9,18,74,87,95,120,144],"representation":[10],"learning":[11,32],"on":[12,64],"graphs.":[13,50],"Recent":[14],"works":[15],"developed":[16],"frameworks":[17],"train":[19],"very":[20,72],"deep":[21,46,65,162],"GNNs":[22,70,164],"and":[23,33,83,93,177],"showed":[24],"impressive":[25],"results":[26],"in":[27,48,140,167],"tasks":[28,176],"like":[29],"point":[30],"cloud":[31],"protein":[34],"interaction":[35],"prediction.":[36],"In":[37,51],"this":[38,97],"work,":[39],"we":[40,53],"study":[41,92],"the":[42,56,75,158],"performance":[43],"of":[44,58,77,104,124],"such":[45],"models":[47],"large-scale":[49],"particular,":[52],"look":[54],"at":[55],"effect":[57],"adequately":[59],"choosing":[60],"an":[61,141],"aggregation":[62,78,105,118,148,160],"function":[63,149],"models.":[66],"We":[67,90,153],"find":[68],"that":[69,155],"are":[71,131],"sensitive":[73],"choice":[76],"functions":[79,106,113,119],"(e.g.":[80],"mean,":[81],"max,":[82],"sum)":[84],"when":[85],"applied":[86],"different":[88],"datasets.":[89],"systematically":[91],"propose":[94],"alleviate":[96],"issue":[98],"by":[99],"introducing":[100],"a":[101,121,146],"novel":[102],"class":[103],"named":[107],"Generalized":[108,128],"Aggregation":[109,129],"Functions.":[110],"The":[111],"proposed":[112,159],"extend":[114],"beyond":[115],"commonly":[116],"used":[117],"wide":[122],"range":[123],"new":[125],"permutation-invariant":[126],"functions.":[127],"Functions":[130],"fully":[132],"differentiable,":[133],"where":[134],"their":[135],"parameters":[136],"can":[137],"be":[138],"learned":[139],"end-to-end":[142],"fashion":[143],"yield":[145],"suitable":[147],"for":[150],"each":[151],"task.":[152],"show":[154],"equipped":[156],"with":[157],"functions,":[161],"residual":[163],"outperform":[165],"state-of-the-art":[166],"several":[168],"benchmarks":[169],"from":[170],"Open":[171],"Benchmark":[173],"(OGB)":[174],"across":[175],"domains.":[178]},"counts_by_year":[{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":9},{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
