{"id":"https://openalex.org/W4372266940","doi":"https://doi.org/10.1109/icassp49357.2023.10096494","title":"Higher-Order Sparse Convolutions in Graph Neural Networks","display_name":"Higher-Order Sparse Convolutions in Graph Neural Networks","publication_year":2023,"publication_date":"2023-05-05","ids":{"openalex":"https://openalex.org/W4372266940","doi":"https://doi.org/10.1109/icassp49357.2023.10096494"},"language":"en","primary_location":{"id":"doi:10.1109/icassp49357.2023.10096494","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49357.2023.10096494","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-04368752/document","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058395859","display_name":"Jhony H. Giraldo","orcid":"https://orcid.org/0000-0002-0039-1270"},"institutions":[{"id":"https://openalex.org/I4210165912","display_name":"Laboratoire Traitement et Communication de l\u2019Information","ror":"https://ror.org/057er4c39","country_code":"FR","type":"facility","lineage":["https://openalex.org/I12356871","https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4210165912"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jhony H. Giraldo","raw_affiliation_strings":["LTCI, Télécom Paris - Institut Polytechnique de Paris,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LTCI, Télécom Paris - Institut Polytechnique de Paris,France","institution_ids":["https://openalex.org/I4210165912"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071515463","display_name":"Sajid Javed","orcid":"https://orcid.org/0000-0002-0036-2875"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Sajid Javed","raw_affiliation_strings":["Khalifa University,United Arab Emirates","Khalifa University (United Arab Emirates)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Khalifa University,United Arab Emirates","institution_ids":["https://openalex.org/I176601375"]},{"raw_affiliation_string":"Khalifa University (United Arab Emirates)","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061017734","display_name":"Arif Mahmood","orcid":"https://orcid.org/0000-0001-5986-9876"},"institutions":[{"id":"https://openalex.org/I1323252656","display_name":"Information Technology University","ror":"https://ror.org/00ngv8j44","country_code":"PK","type":"education","lineage":["https://openalex.org/I1323252656"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Arif Mahmood","raw_affiliation_strings":["Information Technology University,Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Technology University,Pakistan","institution_ids":["https://openalex.org/I1323252656"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087251228","display_name":"Fragkiskos D. Malliaros","orcid":"https://orcid.org/0000-0002-8770-3969"},"institutions":[{"id":"https://openalex.org/I4210107720","display_name":"CentraleSup\u00e9lec","ror":"https://ror.org/019tcpt25","country_code":"FR","type":"facility","lineage":["https://openalex.org/I277688954","https://openalex.org/I4210107720"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Fragkiskos D. Malliaros","raw_affiliation_strings":["CentraleSupélec, Inria, Centre for Visual Computing (CVN),Université Paris-Saclay,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CentraleSupélec, Inria, Centre for Visual Computing (CVN),Université Paris-Saclay,France","institution_ids":["https://openalex.org/I4210107720"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046143134","display_name":"Thierry Bouwmans","orcid":"https://orcid.org/0000-0003-4018-8856"},"institutions":[{"id":"https://openalex.org/I78744979","display_name":"La Rochelle Universit\u00e9","ror":"https://ror.org/04mv1z119","country_code":"FR","type":"education","lineage":["https://openalex.org/I78744979"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Thierry Bouwmans","raw_affiliation_strings":["La Rochelle Université,Laboratoire MIA,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"La Rochelle Université,Laboratoire MIA,France","institution_ids":["https://openalex.org/I78744979"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"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/T10028","display_name":"Topic Modeling","score":0.9934999942779541,"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":0.9589999914169312,"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":0.6456397771835327},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5725229978561401},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.4972374737262726},{"id":"https://openalex.org/keywords/hadamard-transform","display_name":"Hadamard transform","score":0.4854455590248108},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.461612343788147},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.42878106236457825},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.41854164004325867},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.39946067333221436},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3586629629135132},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34398943185806274},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.23855990171432495}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6456397771835327},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5725229978561401},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.4972374737262726},{"id":"https://openalex.org/C60292330","wikidata":"https://www.wikidata.org/wiki/Q1014065","display_name":"Hadamard transform","level":2,"score":0.4854455590248108},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.461612343788147},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.42878106236457825},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.41854164004325867},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.39946067333221436},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3586629629135132},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34398943185806274},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23855990171432495},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/icassp49357.2023.10096494","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49357.2023.10096494","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04368752v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04368752","pdf_url":"https://hal.science/hal-04368752/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech, and Signal Processing, Jun 2023, Rhodes Island, Greece. pp.1-5, ⟨10.1109/ICASSP49357.2023.10096494⟩","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:HAL:hal-04536908v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04536908","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Jun 2023, Rhodes Island, France. pp.1-5, ⟨10.1109/ICASSP49357.2023.10096494⟩","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-04368752v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04368752","pdf_url":"https://hal.science/hal-04368752/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech, and Signal Processing, Jun 2023, Rhodes Island, Greece. pp.1-5, ⟨10.1109/ICASSP49357.2023.10096494⟩","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5209393470","display_name":"Data Science, Artificial Intelligence and Society","funder_award_id":"ANR-17-CONV-0003","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G545572240","display_name":"Scalable and robust representation learning on graphs","funder_award_id":"ANR-20-CE23-0009","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G6803667113","display_name":null,"funder_award_id":"ANR-17","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G7534536118","display_name":null,"funder_award_id":"ANR-20-CE23-0009-01","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4372266940.pdf"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W134960717","https://openalex.org/W1493526108","https://openalex.org/W1966297316","https://openalex.org/W2014368295","https://openalex.org/W2081626340","https://openalex.org/W2435090885","https://openalex.org/W2525285903","https://openalex.org/W2796431263","https://openalex.org/W2916106175","https://openalex.org/W2919115771","https://openalex.org/W2945827377","https://openalex.org/W2963563937","https://openalex.org/W2964015378","https://openalex.org/W2964321699","https://openalex.org/W2971415386","https://openalex.org/W2982591719","https://openalex.org/W2990045899","https://openalex.org/W2992752586","https://openalex.org/W3019011053","https://openalex.org/W3093755362","https://openalex.org/W3101553402","https://openalex.org/W3104309600","https://openalex.org/W3111983220","https://openalex.org/W3122063025","https://openalex.org/W3161192285","https://openalex.org/W3162001942","https://openalex.org/W3162834782","https://openalex.org/W3187966659","https://openalex.org/W4226124542","https://openalex.org/W4229706427","https://openalex.org/W4295105988","https://openalex.org/W4297733535","https://openalex.org/W6605479355","https://openalex.org/W6676065935","https://openalex.org/W6720006811","https://openalex.org/W6726873649","https://openalex.org/W6760001035","https://openalex.org/W6773442017","https://openalex.org/W6787018847","https://openalex.org/W6789042779"],"related_works":["https://openalex.org/W1982241170","https://openalex.org/W2116282083","https://openalex.org/W2386549147","https://openalex.org/W1978051046","https://openalex.org/W2012411066","https://openalex.org/W2950361249","https://openalex.org/W1553886475","https://openalex.org/W1534096932","https://openalex.org/W1901293447","https://openalex.org/W2074194659"],"abstract_inverted_index":{"Graph":[0],"Neural":[1],"Networks":[2],"(GNNs)":[3],"have":[4],"been":[5],"applied":[6],"to":[7,20,30,75,113],"many":[8],"problems":[9],"in":[10,98,108],"computer":[11],"sciences.":[12],"Capturing":[13],"higher-order":[14,47],"relationships":[15,33],"between":[16],"nodes":[17],"is":[18],"crucial":[19],"increase":[21],"the":[22,52,90],"expressive":[23],"power":[24],"of":[25,55,66,81,92,101],"GNNs.":[26],"However,":[27],"existing":[28],"methods":[29],"capture":[31],"these":[32],"could":[34],"be":[35],"infeasible":[36],"for":[37],"large-scale":[38],"graphs.":[39],"In":[40],"this":[41],"work,":[42],"we":[43],"introduce":[44],"a":[45,64,77,85],"new":[46],"sparse":[48],"convolution":[49],"based":[50],"on":[51,68],"Sobolev":[53,60],"norm":[54],"graph":[56],"signals.":[57],"Our":[58],"Sparse":[59],"GNN":[61],"(S-SobGNN)":[62],"computes":[63],"cascade":[65],"filters":[67],"each":[69,93],"layer":[70,88],"with":[71],"increasing":[72],"Hadamard":[73],"powers":[74],"get":[76],"more":[78],"diverse":[79],"set":[80],"functions,":[82],"and":[83],"then":[84],"linear":[86],"combination":[87],"weights":[89],"embeddings":[91],"filter.":[94],"We":[95],"evaluate":[96],"S-SobGNN":[97,104],"several":[99,114],"applications":[100,110],"semi-supervised":[102],"learning.":[103],"shows":[105],"competitive":[106],"performance":[107],"all":[109],"as":[111],"compared":[112],"state-of-the-art":[115],"methods.":[116]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}