{"id":"https://openalex.org/W4404520367","doi":"https://doi.org/10.1109/tmc.2024.3502076","title":"To Optimize Human-in-the-Loop Learning in Repeated Routing Games","display_name":"To Optimize Human-in-the-Loop Learning in Repeated Routing Games","publication_year":2024,"publication_date":"2024-11-19","ids":{"openalex":"https://openalex.org/W4404520367","doi":"https://doi.org/10.1109/tmc.2024.3502076"},"language":"en","primary_location":{"id":"doi:10.1109/tmc.2024.3502076","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3502076","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Mobile Computing","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/A5100402160","display_name":"Hongbo Li","orcid":"https://orcid.org/0000-0001-8173-234X"},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Hongbo Li","raw_affiliation_strings":["Pillar of Engineering Systems and Design, Singapore University of Technology and Design, Singapore"],"raw_orcid":"https://orcid.org/0000-0001-8173-234X","affiliations":[{"raw_affiliation_string":"Pillar of Engineering Systems and Design, Singapore University of Technology and Design, Singapore","institution_ids":["https://openalex.org/I152815399"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007119869","display_name":"Lingjie Duan","orcid":"https://orcid.org/0000-0002-0217-6507"},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Lingjie Duan","raw_affiliation_strings":["Pillar of Engineering Systems and Design, Singapore University of Technology and Design, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-0217-6507","affiliations":[{"raw_affiliation_string":"Pillar of Engineering Systems and Design, Singapore University of Technology and Design, Singapore","institution_ids":["https://openalex.org/I152815399"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I152815399"],"apc_list":null,"apc_paid":null,"fwci":1.0719,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.77955547,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"24","issue":"4","first_page":"2889","last_page":"2899"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.8817999958992004,"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/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.8817999958992004,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.8765000104904175,"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/T10933","display_name":"Real-Time Systems Scheduling","score":0.8626000285148621,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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":0.7991830110549927},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.5272318720817566},{"id":"https://openalex.org/keywords/loop","display_name":"Loop (graph theory)","score":0.524692714214325},{"id":"https://openalex.org/keywords/human-in-the-loop","display_name":"Human-in-the-loop","score":0.4468928277492523},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3324238359928131},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.32077646255493164},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.294447124004364}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7991830110549927},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.5272318720817566},{"id":"https://openalex.org/C184670325","wikidata":"https://www.wikidata.org/wiki/Q512604","display_name":"Loop (graph theory)","level":2,"score":0.524692714214325},{"id":"https://openalex.org/C2780626000","wikidata":"https://www.wikidata.org/wiki/Q5936775","display_name":"Human-in-the-loop","level":2,"score":0.4468928277492523},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3324238359928131},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.32077646255493164},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.294447124004364},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmc.2024.3502076","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3502076","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Mobile Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320751","display_name":"Ministry of Education - Singapore","ror":"https://ror.org/01kcva023"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W869594549","https://openalex.org/W1526250527","https://openalex.org/W1751431909","https://openalex.org/W2019313657","https://openalex.org/W2100817802","https://openalex.org/W2142867598","https://openalex.org/W2149247676","https://openalex.org/W2151831732","https://openalex.org/W2502170095","https://openalex.org/W2566332244","https://openalex.org/W2566871274","https://openalex.org/W2782616572","https://openalex.org/W2784112925","https://openalex.org/W2903053069","https://openalex.org/W2914639497","https://openalex.org/W2952275065","https://openalex.org/W2954081533","https://openalex.org/W2985072977","https://openalex.org/W2991859694","https://openalex.org/W3010248974","https://openalex.org/W3157852547","https://openalex.org/W3164275494","https://openalex.org/W3167915043","https://openalex.org/W3174264982","https://openalex.org/W3174647784","https://openalex.org/W4206275166","https://openalex.org/W4210555443","https://openalex.org/W4213432242","https://openalex.org/W4226211418","https://openalex.org/W4255572092","https://openalex.org/W4312255162","https://openalex.org/W4321484158","https://openalex.org/W4376851390","https://openalex.org/W4382239809","https://openalex.org/W4391164318","https://openalex.org/W4391341764","https://openalex.org/W4394951263","https://openalex.org/W4394967034","https://openalex.org/W4407128123","https://openalex.org/W6693955913","https://openalex.org/W6773069914","https://openalex.org/W6784620602","https://openalex.org/W6804313965","https://openalex.org/W6838712347","https://openalex.org/W6850131118"],"related_works":["https://openalex.org/W24774503","https://openalex.org/W4288099294","https://openalex.org/W2014821076","https://openalex.org/W1990620319","https://openalex.org/W1965744717","https://openalex.org/W2111234595","https://openalex.org/W3216334292","https://openalex.org/W1883238101","https://openalex.org/W2481821631","https://openalex.org/W4367173559"],"abstract_inverted_index":{"Today":[0],"navigation":[1],"applications":[2],"(e.g.,":[3],"Waze":[4],"and":[5,13,29,77,169,192,223],"Google":[6],"Maps)":[7],"enable":[8],"human":[9],"users":[10,26,45,72,85,174,191],"to":[11,27,34,50,83,86,88,167,208,218],"learn":[12],"share":[14],"the":[15,31,89,95,120,127,133,141,225],"latest":[16,128],"traffic":[17],"observations,":[18],"yet":[19],"such":[20],"information":[21,55,121],"sharing":[22,122],"simply":[23],"aids":[24],"selfish":[25,52],"predict":[28],"choose":[30],"shortest":[32],"paths":[33],"jam":[35],"each":[36],"other.":[37],"Prior":[38],"routing":[39,53,67,97,129,221],"game":[40,98],"studies":[41],"focus":[42],"on":[43],"myopic":[44],"in":[46,65,99,124],"oversimplified":[47],"one-shot":[48],"scenarios":[49],"regulate":[51],"via":[54],"hiding":[56,131],"or":[57,126],"pricing":[58],"mechanisms.":[59],"For":[60],"practical":[61],"human-in-the-loop":[62],"learning":[63,177],"(HILL)":[64],"repeated":[66,96],"games,":[68],"we":[69,158,211],"face":[70],"non-myopic":[71],"of":[73,136,228],"differential":[74,176],"past":[75],"observations":[76],"need":[78],"new":[79],"mechanisms":[80],"(preferably":[81],"non-monetary)":[82],"persuade":[84],"adhere":[87],"optimal":[90],"path":[91,110,171],"recommendations.":[92],"We":[93,113,179],"model":[94],"a":[100,160],"typical":[101],"parallel":[102],"transportation":[103],"network,":[104],"which":[105,196],"generally":[106],"contains":[107],"one":[108],"deterministic":[109],"and$N$stochastic":[111],"paths.":[112],"first":[114],"prove":[115,180],"that":[116,181],"no":[117],"matter":[118],"under":[119],"mechanism":[123,166,184],"use":[125],"literature\u2019s":[130],"mechanism,":[132],"resultant":[134],"price":[135],"anarchy":[137],"(PoA)":[138],"for":[139,173,189],"measuring":[140],"efficiency":[142],"loss":[143],"from":[144],"social":[145],"optimum":[146],"can":[147],"approach":[148],"infinity,":[149],"telling":[150],"arbitrarily":[151],"poor":[152],"exploration-exploitation":[153],"tradeoff":[154],"over":[155],"time.":[156],"Then":[157],"propose":[159],"novel":[161],"user-differential":[162],"probabilistic":[163],"recommendation":[164],"(UPR)":[165],"differentiate":[168],"randomize":[170],"recommendations":[172],"with":[175],"histories.":[178],"our":[182,220],"UPR":[183,229],"ensures":[185],"interim":[186],"individual":[187],"rationality":[188],"all":[190],"significantly":[193],"reduces$\\text{PoA}=\\infty$to":[194],"close-to-optimal$\\text{PoA}=1+\\frac{1}{4N+3}$,":[195],"cannot":[197],"be":[198],"further":[199],"reduced":[200],"by":[201],"any":[202],"other":[203],"non-monetary":[204],"mechanism.":[205,230],"In":[206],"addition":[207],"theoretical":[209],"analysis,":[210],"conduct":[212],"extensive":[213],"experiments":[214],"using":[215],"real-world":[216],"datasets":[217],"generalize":[219],"graphs":[222],"validate":[224],"close-to-optimal":[226],"performance":[227]},"counts_by_year":[{"year":2025,"cited_by_count":5}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
