{"id":"https://openalex.org/W7152486187","doi":"https://doi.org/10.1145/3774904.3792380","title":"MARCH: Multi-Teacher Contrastive Hypergraph Distillation","display_name":"MARCH: Multi-Teacher Contrastive Hypergraph Distillation","publication_year":2026,"publication_date":"2026-04-09","ids":{"openalex":"https://openalex.org/W7152486187","doi":"https://doi.org/10.1145/3774904.3792380"},"language":null,"primary_location":{"id":"doi:10.1145/3774904.3792380","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3774904.3792380","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Web Conference 2026","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3774904.3792380","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5133313232","display_name":"Rongwei Xu","orcid":"https://orcid.org/0009-0001-7656-7578"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Rongwei Xu","raw_affiliation_strings":["Macquarie University, Sydney, Australia"],"raw_orcid":"https://orcid.org/0009-0001-7656-7578","affiliations":[{"raw_affiliation_string":"Macquarie University, Sydney, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027269015","display_name":"Zitai Qiu","orcid":"https://orcid.org/0009-0007-3068-0923"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Zitai Qiu","raw_affiliation_strings":["Macquarie University, Sydney, Australia"],"raw_orcid":"https://orcid.org/0009-0007-3068-0923","affiliations":[{"raw_affiliation_string":"Macquarie University, Sydney, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009679257","display_name":"Pengfei Ding","orcid":"https://orcid.org/0000-0002-7048-7518"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Pengfei Ding","raw_affiliation_strings":["Macquarie University, Sydney, Australia"],"raw_orcid":"https://orcid.org/0000-0002-7048-7518","affiliations":[{"raw_affiliation_string":"Macquarie University, Sydney, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133284606","display_name":"Jia Wu","orcid":"https://orcid.org/0000-0002-1371-5801"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jia Wu","raw_affiliation_strings":["Macquarie University, Sydney, Australia"],"raw_orcid":"https://orcid.org/0000-0002-1371-5801","affiliations":[{"raw_affiliation_string":"Macquarie University, Sydney, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133282924","display_name":"Yan Wang","orcid":"https://orcid.org/0000-0002-5344-1884"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yan Wang","raw_affiliation_strings":["Macquarie University, Sydney, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5344-1884","affiliations":[{"raw_affiliation_string":"Macquarie University, Sydney, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056293251","display_name":"Amin Beheshti","orcid":"https://orcid.org/0000-0002-5988-5494"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Amin Beheshti","raw_affiliation_strings":["Macquarie University, Sydney, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5988-5494","affiliations":[{"raw_affiliation_string":"Macquarie University, Sydney, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070515519","display_name":"Guanfeng Liu","orcid":"https://orcid.org/0000-0001-8980-4950"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Guanfeng Liu","raw_affiliation_strings":["Macquarie University, Sydney, Australia"],"raw_orcid":"https://orcid.org/0000-0001-8980-4950","affiliations":[{"raw_affiliation_string":"Macquarie University, Sydney, Australia","institution_ids":["https://openalex.org/I99043593"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I99043593"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31487392,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3917","last_page":"3928"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.03790000081062317,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.03790000081062317,"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":0.03790000081062317,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.03720000013709068,"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/hypergraph","display_name":"Hypergraph","score":0.40560001134872437},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.266400009393692},{"id":"https://openalex.org/keywords/algebra-over-a-field","display_name":"Algebra over a field","score":0.2628999948501587},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.250900000333786}],"concepts":[{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.516700029373169},{"id":"https://openalex.org/C2781221856","wikidata":"https://www.wikidata.org/wiki/Q840247","display_name":"Hypergraph","level":2,"score":0.40560001134872437},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38960000872612},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.3319999873638153},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.3303000032901764},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.29330000281333923},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.266400009393692},{"id":"https://openalex.org/C136119220","wikidata":"https://www.wikidata.org/wiki/Q1000660","display_name":"Algebra over a field","level":2,"score":0.2628999948501587},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2549000084400177},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.250900000333786}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3774904.3792380","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3774904.3792380","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Web Conference 2026","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3774904.3792380","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3774904.3792380","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Web Conference 2026","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W103340358","https://openalex.org/W2892880750","https://openalex.org/W3004507689","https://openalex.org/W3187295906","https://openalex.org/W3190664711","https://openalex.org/W4224927203","https://openalex.org/W4281560842","https://openalex.org/W4381613464","https://openalex.org/W4382239191","https://openalex.org/W4382239927","https://openalex.org/W4385270450","https://openalex.org/W4393148033","https://openalex.org/W4400525641","https://openalex.org/W4400528725","https://openalex.org/W4400909561","https://openalex.org/W4400909831","https://openalex.org/W4403582671","https://openalex.org/W4409346853","https://openalex.org/W4409364103","https://openalex.org/W4409364930"],"related_works":[],"abstract_inverted_index":{"Recently,":[0],"hypergraph":[1],"knowledge":[2,34,156],"distillation":[3,140,150],"has":[4],"been":[5],"proposed":[6],"to":[7,104,117,170],"alleviate":[8],"the":[9,31,37,40,44,55,76,80,95,101,167,189],"high":[10],"computational":[11],"cost":[12],"of":[13,33,43,79,85,192],"Hypergraph":[14,133],"Neural":[15],"Networks":[16],"(HGNNs)":[17],"when":[18],"modeling":[19,138],"high-order":[20,106],"relationships":[21],"in":[22,89],"Web-related":[23],"graph":[24],"tasks.":[25],"Its":[26],"effectiveness":[27],"primarily":[28],"depends":[29],"on":[30,51,62,184],"quality":[32],"transferred":[35],"from":[36,157],"teacher":[38,56,114],"and":[39,71,108,139,163,173,177],"representation":[41,119],"capability":[42,103],"student.":[45],"However,":[46],"existing":[47,98],"methods":[48,59,99],"remain":[49],"limited":[50,69,118],"both":[52,161],"sides.":[53],"On":[54,94],"side,":[57,97],"most":[58],"typically":[60],"rely":[61],"a":[63,128,148],"single":[64],"HGNN":[65],"teacher,":[66],"which":[67,135],"provides":[68],"structural":[70,109],"semantic":[72,107,137],"knowledge,":[73],"thereby":[74],"constraining":[75],"upper":[77],"bound":[78],"student's":[81,102],"performance.":[82],"The":[83],"potential":[84],"exploiting":[86],"multiple":[87,158],"teachers":[88,159],"HGNNs":[90],"remains":[91],"largely":[92],"underexplored.":[93],"student":[96,168],"ignore":[100],"capture":[105],"information":[110],"beyond":[111],"simply":[112],"imitating":[113],"outputs,":[115],"leading":[116],"learning.":[120],"To":[121],"address":[122],"these":[123],"limitations,":[124],"we":[125],"propose":[126],"MARCH,":[127],"framework":[129],"for":[130,141],"Multi-TeAcheR":[131],"Contrastive":[132],"Distillation,":[134],"advances":[136],"Web-scale":[142],"structured":[143],"data.":[144],"Specifically,":[145],"MARCH":[146],"proposes":[147],"multi-teacher":[149],"strategy":[151],"that":[152],"adaptively":[153],"transfers":[154],"complementary":[155],"at":[160],"node":[162],"hyperedge":[164],"levels,":[165],"empowering":[166],"model":[169],"learn":[171],"richer":[172],"more":[174],"discriminative":[175],"representations":[176],"even":[178],"outperform":[179],"its":[180],"teachers.":[181],"Extensive":[182],"experiments":[183],"six":[185],"benchmark":[186],"datasets":[187],"demonstrate":[188],"superior":[190],"performance":[191],"MARCH.":[193]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-04-10T00:00:00"}