{"id":"https://openalex.org/W4410089530","doi":"https://doi.org/10.1145/3696410.3714921","title":"On-device Content-based Recommendation with Single-shot Embedding Pruning: A Cooperative Game Perspective","display_name":"On-device Content-based Recommendation with Single-shot Embedding Pruning: A Cooperative Game Perspective","publication_year":2025,"publication_date":"2025-04-22","ids":{"openalex":"https://openalex.org/W4410089530","doi":"https://doi.org/10.1145/3696410.3714921"},"language":"en","primary_location":{"id":"doi:10.1145/3696410.3714921","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696410.3714921","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3696410.3714921","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 on Web Conference 2025","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3696410.3714921","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113410600","display_name":"Hung Vinh Tran","orcid":"https://orcid.org/0009-0000-7615-3167"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hung Vinh Tran","raw_affiliation_strings":["The University of Queensland, Brisbane, QLD, Australia"],"raw_orcid":"https://orcid.org/0009-0000-7615-3167","affiliations":[{"raw_affiliation_string":"The University of Queensland, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100461265","display_name":"Tong Chen","orcid":"https://orcid.org/0000-0001-7269-146X"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tong Chen","raw_affiliation_strings":["The University of Queensland, Brisbane, QLD, Australia"],"raw_orcid":"https://orcid.org/0000-0001-7269-146X","affiliations":[{"raw_affiliation_string":"The University of Queensland, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092816390","display_name":"Guanhua Ye","orcid":"https://orcid.org/0000-0002-1683-1875"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guanhua Ye","raw_affiliation_strings":["Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-1683-1875","affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051219382","display_name":"Quoc Viet Hung Nguyen","orcid":"https://orcid.org/0000-0002-9687-1315"},"institutions":[{"id":"https://openalex.org/I11701301","display_name":"Griffith University","ror":"https://ror.org/02sc3r913","country_code":"AU","type":"education","lineage":["https://openalex.org/I11701301"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Quoc Viet Hung Nguyen","raw_affiliation_strings":["Griffith University, Gold Coast, QLD, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9687-1315","affiliations":[{"raw_affiliation_string":"Griffith University, Gold Coast, QLD, Australia","institution_ids":["https://openalex.org/I11701301"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100603979","display_name":"Kai Zheng","orcid":"https://orcid.org/0000-0002-0217-3998"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Zheng","raw_affiliation_strings":["University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-0217-3998","affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088492734","display_name":"Hongzhi Yin","orcid":"https://orcid.org/0000-0003-1395-261X"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hongzhi Yin","raw_affiliation_strings":["The University of Queensland, Brisbane, QLD, Australia"],"raw_orcid":"https://orcid.org/0000-0003-1395-261X","affiliations":[{"raw_affiliation_string":"The University of Queensland, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I165143802"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"772","last_page":"785"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T11995","display_name":"FinTech, Crowdfunding, Digital Finance","score":0.9736999869346619,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12720","display_name":"Multimedia Communication and Technology","score":0.9661999940872192,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.7359350919723511},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7266144752502441},{"id":"https://openalex.org/keywords/pruning","display_name":"Pruning","score":0.7053602337837219},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.6435450315475464},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.5957013368606567},{"id":"https://openalex.org/keywords/single-shot","display_name":"Single shot","score":0.4927840530872345},{"id":"https://openalex.org/keywords/content","display_name":"Content (measure theory)","score":0.4202324450016022},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4116734266281128},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40986329317092896},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.37264588475227356},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3210917115211487},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3030932545661926},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12491485476493835}],"concepts":[{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.7359350919723511},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7266144752502441},{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.7053602337837219},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.6435450315475464},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.5957013368606567},{"id":"https://openalex.org/C3019835501","wikidata":"https://www.wikidata.org/wiki/Q1310130","display_name":"Single shot","level":2,"score":0.4927840530872345},{"id":"https://openalex.org/C2778152352","wikidata":"https://www.wikidata.org/wiki/Q5165061","display_name":"Content (measure theory)","level":2,"score":0.4202324450016022},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4116734266281128},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40986329317092896},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.37264588475227356},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3210917115211487},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3030932545661926},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12491485476493835},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","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},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3696410.3714921","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696410.3714921","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3696410.3714921","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 on Web Conference 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3696410.3714921","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696410.3714921","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3696410.3714921","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 on Web Conference 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410089530.pdf","grobid_xml":"https://content.openalex.org/works/W4410089530.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W2295739661","https://openalex.org/W2604662567","https://openalex.org/W2605350416","https://openalex.org/W3012782947","https://openalex.org/W3093945404","https://openalex.org/W3153687269","https://openalex.org/W3154430477","https://openalex.org/W3166439894","https://openalex.org/W3169936356","https://openalex.org/W3173839890","https://openalex.org/W3208912235","https://openalex.org/W4210401038","https://openalex.org/W4224926669","https://openalex.org/W4225522955","https://openalex.org/W4226150639","https://openalex.org/W4226453472","https://openalex.org/W4241832412","https://openalex.org/W4288391620","https://openalex.org/W4293210201","https://openalex.org/W4294977709","https://openalex.org/W4306317504","https://openalex.org/W4312536478","https://openalex.org/W4367046763","https://openalex.org/W4377226909","https://openalex.org/W4384648456","https://openalex.org/W4384828482","https://openalex.org/W4387848674","https://openalex.org/W4391591405","https://openalex.org/W4393180038","https://openalex.org/W4400526446","https://openalex.org/W6608748766","https://openalex.org/W6632648327","https://openalex.org/W6672481602"],"related_works":["https://openalex.org/W3142396426","https://openalex.org/W2471333042","https://openalex.org/W4396643691","https://openalex.org/W4409177797","https://openalex.org/W4404739899","https://openalex.org/W4402383816","https://openalex.org/W2955491601","https://openalex.org/W146529714","https://openalex.org/W4402559869","https://openalex.org/W4230158770"],"abstract_inverted_index":{"Content-based":[0],"Recommender":[1],"Systems":[2],"(CRSs)":[3],"play":[4],"a":[5,36,82,119,159,171],"crucial":[6],"role":[7],"in":[8,12,32,85,164,179],"shaping":[9],"user":[10],"experiences":[11],"e-commerce,":[13],"online":[14],"advertising,":[15],"and":[16,96,123,151],"personalized":[17],"recommendations.":[18],"However,":[19],"due":[20],"to":[21,72,132,154,174],"the":[22,28,116,139,165,176,180],"vast":[23],"amount":[24],"of":[25,144,158],"categorical":[26],"features,":[27],"embedding":[29,52,126,161],"tables":[30],"used":[31],"CRS":[33],"models":[34,199],"pose":[35],"significant":[37],"storage":[38,90],"bottleneck":[39],"for":[40,66],"real-world":[41,86,189],"deployment,":[42],"especially":[43],"on":[44,187],"resource-constrained":[45],"devices.":[46],"To":[47,137],"address":[48,138],"this":[49,78,100],"problem,":[50],"various":[51,201],"pruning":[53,166],"methods":[54],"have":[55],"been":[56],"proposed,":[57],"but":[58],"most":[59],"existing":[60],"ones":[61],"require":[62],"expensive":[63],"retraining":[64],"steps":[65],"each":[67,125],"target":[68],"parameter":[69,135,202],"budget,":[70],"leading":[71],"enormous":[73],"computation":[74,79,142],"costs.":[75],"In":[76,99],"reality,":[77],"cost":[80],"is":[81,207],"major":[83],"hurdle":[84],"applications":[87],"with":[88,129,196],"diverse":[89],"requirements,":[91],"such":[92],"as":[93,109],"federated":[94],"learning":[95],"streaming":[97],"settings.":[98],"paper,":[101],"we":[102,114,147,168],"propose":[103,148],"Shapley":[104,130,145,156],"Value-guided":[105],"Embedding":[106],"Reduction":[107],"(Shaver)":[108],"our":[110],"response.":[111],"With":[112],"Shaver,":[113],"view":[115],"problem":[117],"from":[118],"cooperative":[120],"game":[121],"perspective,":[122],"quantify":[124],"parameter's":[127],"contribution":[128],"values":[131,157],"facilitate":[133],"contribution-based":[134],"pruning.":[136],"inherently":[140],"high":[141],"costs":[143],"values,":[146],"an":[149],"efficient":[150],"unbiased":[152],"method":[153],"estimate":[155],"CRS's":[160],"parameters.":[162],"Moreover,":[163],"stage,":[167],"put":[169],"forward":[170],"field-aware":[172],"codebook":[173],"mitigate":[175],"information":[177],"loss":[178],"traditional":[181],"zero-out":[182],"treatment.":[183],"Through":[184],"extensive":[185],"experiments":[186],"three":[188],"datasets,":[190],"Shaver":[191],"has":[192],"demonstrated":[193],"competitive":[194],"performance":[195],"lightweight":[197],"recommendation":[198],"across":[200],"budgets.":[203],"The":[204],"source":[205],"code":[206],"available":[208],"at":[209],"https://github.com/chenxing1999/shaver.":[210]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
