{"id":"https://openalex.org/W4282974189","doi":"https://doi.org/10.1145/3498361.3538928","title":"Melon","display_name":"Melon","publication_year":2022,"publication_date":"2022-06-16","ids":{"openalex":"https://openalex.org/W4282974189","doi":"https://doi.org/10.1145/3498361.3538928"},"language":"en","primary_location":{"id":"doi:10.1145/3498361.3538928","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3498361.3538928","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services","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/A5103173517","display_name":"Qipeng Wang","orcid":"https://orcid.org/0000-0002-1011-9721"},"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":"Qipeng Wang","raw_affiliation_strings":["Peking University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089690212","display_name":"Mengwei Xu","orcid":"https://orcid.org/0000-0001-6271-6993"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mengwei Xu","raw_affiliation_strings":["BUPT, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BUPT, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100457177","display_name":"Chao Jin","orcid":"https://orcid.org/0000-0002-8710-6590"},"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":"Chao Jin","raw_affiliation_strings":["Peking University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075922021","display_name":"Xinran Dong","orcid":null},"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":"Xinran Dong","raw_affiliation_strings":["Peking University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110954558","display_name":"Jinliang Yuan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jinliang Yuan","raw_affiliation_strings":["BUPT, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BUPT, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101882004","display_name":"Xin Jin","orcid":"https://orcid.org/0000-0001-8741-5847"},"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":"Xin Jin","raw_affiliation_strings":["Peking University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033164669","display_name":"Gang Huang","orcid":"https://orcid.org/0000-0001-8393-6469"},"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":"Gang Huang","raw_affiliation_strings":["Peking University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102880548","display_name":"Yunxin Liu","orcid":"https://orcid.org/0000-0001-7352-8955"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunxin Liu","raw_affiliation_strings":["Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052249316","display_name":"Xuanzhe Liu","orcid":"https://orcid.org/0000-0002-7908-8484"},"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":"Xuanzhe Liu","raw_affiliation_strings":["Peking University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.4191,"has_fulltext":false,"cited_by_count":50,"citation_normalized_percentile":{"value":0.97052996,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"450","last_page":"463"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12238","display_name":"Green IT and Sustainability","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13553","display_name":"Age of Information Optimization","score":0.9908000230789185,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.7195861339569092},{"id":"https://openalex.org/keywords/melon","display_name":"Melon","score":0.511494517326355},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.47311803698539734},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.41303086280822754},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3948317766189575},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3357350826263428},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.29632723331451416}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7195861339569092},{"id":"https://openalex.org/C2779852692","wikidata":"https://www.wikidata.org/wiki/Q1919686","display_name":"Melon","level":2,"score":0.511494517326355},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.47311803698539734},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.41303086280822754},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3948317766189575},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3357350826263428},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.29632723331451416},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3498361.3538928","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3498361.3538928","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4486898","display_name":null,"funder_award_id":"2020YFB2104100","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G4984637652","display_name":null,"funder_award_id":"61725201,62172008,62102045","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G560680150","display_name":null,"funder_award_id":"Z211100002121118","funder_id":"https://openalex.org/F4320334978","funder_display_name":"Beijing Nova Program"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334978","display_name":"Beijing Nova Program","ror":"https://ror.org/034k14f91"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W1902934009","https://openalex.org/W1973941077","https://openalex.org/W1991227647","https://openalex.org/W2052678124","https://openalex.org/W2133253683","https://openalex.org/W2251324968","https://openalex.org/W2300242332","https://openalex.org/W2319920447","https://openalex.org/W2423581336","https://openalex.org/W2517712916","https://openalex.org/W2541884796","https://openalex.org/W2612445135","https://openalex.org/W2617242334","https://openalex.org/W2622263826","https://openalex.org/W2770882886","https://openalex.org/W2787752464","https://openalex.org/W2796438033","https://openalex.org/W2809290718","https://openalex.org/W2809901035","https://openalex.org/W2891993230","https://openalex.org/W2897268228","https://openalex.org/W2901299405","https://openalex.org/W2903470619","https://openalex.org/W2909099954","https://openalex.org/W2921909549","https://openalex.org/W2931633209","https://openalex.org/W2941620283","https://openalex.org/W2970971581","https://openalex.org/W3012514909","https://openalex.org/W3033567383","https://openalex.org/W3043157068","https://openalex.org/W3080451848","https://openalex.org/W3089022192","https://openalex.org/W3156643189","https://openalex.org/W3176786489","https://openalex.org/W3182818812","https://openalex.org/W3183197931","https://openalex.org/W4221138647","https://openalex.org/W4247353671","https://openalex.org/W6617368339","https://openalex.org/W6638783484","https://openalex.org/W6676992603","https://openalex.org/W6687483927","https://openalex.org/W6703652217","https://openalex.org/W6713134421","https://openalex.org/W6731196528","https://openalex.org/W6739901393","https://openalex.org/W6741267457","https://openalex.org/W6757058542","https://openalex.org/W6771536673","https://openalex.org/W6774015895","https://openalex.org/W6779544620","https://openalex.org/W6785857088","https://openalex.org/W6800522161","https://openalex.org/W6891745771","https://openalex.org/W6910763934"],"related_works":["https://openalex.org/W2364130367","https://openalex.org/W1481358756","https://openalex.org/W2336049848","https://openalex.org/W2366843042","https://openalex.org/W2982896432","https://openalex.org/W2349994325","https://openalex.org/W2365003365","https://openalex.org/W3049326628","https://openalex.org/W1976819085","https://openalex.org/W2384263549"],"abstract_inverted_index":{"On-device":[0],"learning":[1,10,51],"is":[2],"a":[3,29,48],"promising":[4],"technique":[5],"for":[6],"emerging":[7],"privacy-preserving":[8],"machine":[9],"paradigms.":[11],"However,":[12],"through":[13],"quantitative":[14],"experiments,":[15],"we":[16,45],"find":[17],"that":[18,53,116],"commodity":[19,110],"mobile":[20,78,111],"devices":[21],"cannot":[22],"well":[23],"support":[24],"state-of-the-art":[25],"DNN":[26,107],"training":[27,56,145],"with":[28,58,91,104],"large":[30,59],"enough":[31],"batch":[32,60,124,134],"size,":[33,135],"due":[34],"to":[35,74,89,121,142,150,154],"the":[36,43,55,63,92,127,132],"limited":[37],"local":[38],"memory":[39,65,71,94,97,129,167],"capacity.":[40,66],"To":[41],"fill":[42],"gap,":[44],"propose":[46],"Melon,":[47],"memory-friendly":[49],"on-device":[50],"framework":[52],"enables":[54],"tasks":[57],"size":[61,125],"beyond":[62],"physical":[64],"Melon":[67,84,103,117,136,158],"judiciously":[68],"retrofits":[69],"existing":[70],"saving":[72],"techniques":[73,88],"fit":[75],"into":[76],"resource-constrained":[77],"devices,":[79],"i.e.,":[80],"recomputation":[81],"and":[82,96,101,147],"micro-batch.":[83],"further":[85],"incorporates":[86],"novel":[87],"deal":[90],"high":[93],"fragmentation":[95],"adaptation.":[98,169],"We":[99],"implement":[100],"evaluate":[102],"various":[105],"typical":[106],"models":[108],"on":[109,139,162],"devices.":[112],"The":[113],"results":[114],"show":[115],"can":[118],"achieve":[119],"up":[120,149],"4.33\u00d7":[122],"larger":[123],"under":[126],"same":[128,133],"budget.":[130],"Given":[131],"achieves":[137],"1.89\u00d7":[138],"average":[140,163],"(up":[141],"4.01\u00d7)":[143],"higher":[144],"throughput,":[146],"saves":[148],"49.43%":[151],"energy":[152],"compared":[153],"competitive":[155],"alternatives.":[156],"Furthermore,":[157],"reduces":[159],"78.59%":[160],"computation":[161],"in":[164],"terms":[165],"of":[166],"budget":[168]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":22},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":3}],"updated_date":"2026-06-28T08:01:55.173337","created_date":"2022-06-17T00:00:00"}