{"id":"https://openalex.org/W4311079974","doi":"https://doi.org/10.1145/3570605","title":"Dynamic Bin Packing with Predictions","display_name":"Dynamic Bin Packing with Predictions","publication_year":2022,"publication_date":"2022-12-01","ids":{"openalex":"https://openalex.org/W4311079974","doi":"https://doi.org/10.1145/3570605"},"language":"en","primary_location":{"id":"doi:10.1145/3570605","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3570605","pdf_url":null,"source":{"id":"https://openalex.org/S4210193547","display_name":"Proceedings of the ACM on Measurement and Analysis of Computing Systems","issn_l":"2476-1249","issn":["2476-1249"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Measurement and Analysis of Computing Systems","raw_type":"journal-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/A5075835633","display_name":"Mozhengfu Liu","orcid":"https://orcid.org/0000-0001-6181-9958"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Mozhengfu Liu","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0001-6181-9958","affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015527156","display_name":"Xueyan Tang","orcid":"https://orcid.org/0000-0002-7404-7595"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Xueyan Tang","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-7404-7595","affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":0.9058,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.7428648,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"6","issue":"3","first_page":"1","last_page":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12288","display_name":"Optimization and Search Problems","score":0.9998999834060669,"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/T12288","display_name":"Optimization and Search Problems","score":0.9998999834060669,"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/T12176","display_name":"Optimization and Packing Problems","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/bin-packing-problem","display_name":"Bin packing problem","score":0.8653048276901245},{"id":"https://openalex.org/keywords/bin","display_name":"Bin","score":0.7972946166992188},{"id":"https://openalex.org/keywords/competitive-analysis","display_name":"Competitive analysis","score":0.7567304372787476},{"id":"https://openalex.org/keywords/multiplicative-function","display_name":"Multiplicative function","score":0.685855507850647},{"id":"https://openalex.org/keywords/bounded-function","display_name":"Bounded function","score":0.6634856462478638},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6444315910339355},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.5348182320594788},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5207019448280334},{"id":"https://openalex.org/keywords/online-algorithm","display_name":"Online algorithm","score":0.49815964698791504},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4314959943294525},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3617396950721741},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.3252444267272949},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.32012060284614563},{"id":"https://openalex.org/keywords/upper-and-lower-bounds","display_name":"Upper and lower bounds","score":0.3129727840423584}],"concepts":[{"id":"https://openalex.org/C87219788","wikidata":"https://www.wikidata.org/wiki/Q814581","display_name":"Bin packing problem","level":3,"score":0.8653048276901245},{"id":"https://openalex.org/C156273044","wikidata":"https://www.wikidata.org/wiki/Q4913766","display_name":"Bin","level":2,"score":0.7972946166992188},{"id":"https://openalex.org/C102408133","wikidata":"https://www.wikidata.org/wiki/Q5156350","display_name":"Competitive analysis","level":3,"score":0.7567304372787476},{"id":"https://openalex.org/C42747912","wikidata":"https://www.wikidata.org/wiki/Q1048447","display_name":"Multiplicative function","level":2,"score":0.685855507850647},{"id":"https://openalex.org/C34388435","wikidata":"https://www.wikidata.org/wiki/Q2267362","display_name":"Bounded function","level":2,"score":0.6634856462478638},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6444315910339355},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.5348182320594788},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5207019448280334},{"id":"https://openalex.org/C196921405","wikidata":"https://www.wikidata.org/wiki/Q786431","display_name":"Online algorithm","level":2,"score":0.49815964698791504},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4314959943294525},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3617396950721741},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.3252444267272949},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32012060284614563},{"id":"https://openalex.org/C77553402","wikidata":"https://www.wikidata.org/wiki/Q13222579","display_name":"Upper and lower bounds","level":2,"score":0.3129727840423584},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","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},{"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/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3570605","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3570605","pdf_url":null,"source":{"id":"https://openalex.org/S4210193547","display_name":"Proceedings of the ACM on Measurement and Analysis of Computing Systems","issn_l":"2476-1249","issn":["2476-1249"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Measurement and Analysis of Computing Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.699999988079071,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1552828154","https://openalex.org/W1583837637","https://openalex.org/W1590696547","https://openalex.org/W1770425921","https://openalex.org/W1975216035","https://openalex.org/W2023661795","https://openalex.org/W2032570272","https://openalex.org/W2048348088","https://openalex.org/W2075914362","https://openalex.org/W2089278681","https://openalex.org/W2131641675","https://openalex.org/W2176549387","https://openalex.org/W2181516744","https://openalex.org/W2469847610","https://openalex.org/W2505550437","https://openalex.org/W2560689012","https://openalex.org/W2624258401","https://openalex.org/W2726686740","https://openalex.org/W2736690157","https://openalex.org/W2736800093","https://openalex.org/W2905987001","https://openalex.org/W2981089183","https://openalex.org/W3001957700","https://openalex.org/W3036358974","https://openalex.org/W3042299100","https://openalex.org/W3128615300","https://openalex.org/W3162108930","https://openalex.org/W3174742414","https://openalex.org/W3175419663","https://openalex.org/W4255537561","https://openalex.org/W4285164694","https://openalex.org/W4285601124","https://openalex.org/W4389615663"],"related_works":["https://openalex.org/W2797538013","https://openalex.org/W2042512761","https://openalex.org/W2107065500","https://openalex.org/W4288363420","https://openalex.org/W2070091108","https://openalex.org/W1830700568","https://openalex.org/W3022071589","https://openalex.org/W1783553888","https://openalex.org/W2481908560","https://openalex.org/W2114780236"],"abstract_inverted_index":{"The":[0],"MinUsageTime":[1,56,109],"Dynamic":[2],"Bin":[3],"Packing":[4],"(DBP)":[5],"problem":[6,111],"aims":[7],"to":[8,27,101],"minimize":[9],"the":[10,33,39,44,53,68,77,86,89,108,115,146,170],"accumulated":[11],"bin":[12],"usage":[13],"time":[14,35],"for":[15,31,136],"packing":[16],"a":[17,153,158],"sequence":[18],"of":[19,36,55,61,81,114,161,174,199],"items":[20,40],"into":[21],"bins.":[22],"It":[23,49],"is":[24,50,76,98,169],"often":[25],"used":[26],"model":[28],"job":[29,93],"dispatching":[30],"optimizing":[32],"busy":[34],"servers,":[37],"where":[38,74,187],"and":[41,46,65,70,191],"bins":[42],"match":[43],"jobs":[45],"servers":[47],"respectively.":[48],"known":[51],"that":[52,120],"competitiveness":[54],"DBP":[57,110],"has":[58],"tight":[59],"bounds":[60],"\u0398(\u221a\u0142og":[62],"\u03bc":[63,75,124],")":[64],"\u0398(\u03bc)":[66],"in":[67],"clairvoyant":[69,126],"non-clairvoyant":[71],"settings":[72],"respectively,":[73],"max/min":[78],"duration":[79],"ratio":[80,160],"all":[82,177],"items.":[83],"In":[84,103],"practice,":[85],"information":[87],"about":[88],"items'":[90,116],"durations":[91,131,135],"(i.e.,":[92],"lengths)":[94],"obtained":[95],"via":[96],"predictions":[97,113,147,186],"usually":[99],"prone":[100],"errors.":[102],"this":[104],"paper,":[105],"we":[106],"study":[107],"with":[112,157],"durations.":[117],"We":[118,151],"find":[119],"an":[121],"existing":[122],"O(\u221a\u0142og":[123,180],")-competitive":[125],"algorithm,":[127],"if":[128],"using":[129],"predicted":[130],"rather":[132],"than":[133],"real":[134],"packing,":[137],"does":[138],"not":[139],"provide":[140],"any":[141],"bounded":[142],"performance":[143],"guarantee":[144],"when":[145],"are":[148,201],"adversarially":[149],"bad.":[150],"develop":[152],"new":[154],"online":[155],"algorithm":[156],"competitive":[159],"min\u00d8(\u03b5^2":[162],"\u221a\u0142og(\u03b5^2":[163],"\u03bc)":[164,181],"),":[165],"O(\u03bc)":[166,192],"(where":[167],"\u03b5":[168,188],"maximum":[171],"multiplicative":[172],"error":[173],"prediction":[175],"among":[176],"items),":[178],"achieving":[179],"consistency":[182],"(competitiveness":[183,194],"under":[184,195],"perfect":[185],"=":[189],"1)":[190],"robustness":[193],"terrible":[196],"predictions),":[197],"both":[198],"which":[200],"asymptotically":[202],"optimal.":[203]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}