{"id":"https://openalex.org/W7140177986","doi":"https://doi.org/10.48550/arxiv.2603.21531","title":"Non-Exclusive Notifications for Ride-Hailing at Lyft II: Simulations and Marketplace Analysis","display_name":"Non-Exclusive Notifications for Ride-Hailing at Lyft II: Simulations and Marketplace Analysis","publication_year":2026,"publication_date":"2026-03-23","ids":{"openalex":"https://openalex.org/W7140177986","doi":"https://doi.org/10.48550/arxiv.2603.21531"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.21531","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.21531","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.21531","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Ekbatani, Farbod","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ekbatani, Farbod","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Niazadeh, Rad","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Niazadeh, Rad","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Golari, Mehdi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Golari, Mehdi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Camilleri, Romain","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Camilleri, Romain","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Jehl, Titouan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jehl, Titouan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Sholley, Chris","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sholley, Chris","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Leventi, Matthew","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Leventi, Matthew","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Calderon, Theresa","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Calderon, Theresa","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Lam, Angela","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lam, Angela","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Duclos, Paul Havard","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Duclos, Paul Havard","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Holland, Tim","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Holland, Tim","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Koch, James","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Koch, James","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":null,"display_name":"Reddy, Shreya","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Reddy, Shreya","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":13,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11942","display_name":"Transportation and Mobility Innovations","score":0.9327999949455261,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11942","display_name":"Transportation and Mobility Innovations","score":0.9327999949455261,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10698","display_name":"Transportation Planning and Optimization","score":0.018799999728798866,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13553","display_name":"Age of Information Optimization","score":0.008100000210106373,"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/stylized-fact","display_name":"Stylized fact","score":0.8076000213623047},{"id":"https://openalex.org/keywords/heuristics","display_name":"Heuristics","score":0.6543999910354614},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5449000000953674},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.48330000042915344},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.4690999984741211},{"id":"https://openalex.org/keywords/maximization","display_name":"Maximization","score":0.45730000734329224}],"concepts":[{"id":"https://openalex.org/C38935604","wikidata":"https://www.wikidata.org/wiki/Q4330363","display_name":"Stylized fact","level":2,"score":0.8076000213623047},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.732200026512146},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.6543999910354614},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5449000000953674},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.48330000042915344},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.4690999984741211},{"id":"https://openalex.org/C2776330181","wikidata":"https://www.wikidata.org/wiki/Q18358244","display_name":"Maximization","level":2,"score":0.45730000734329224},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.3871999979019165},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.34310001134872437},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3384000062942505},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3321000039577484},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.28929999470710754},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.28790000081062317},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.28600001335144043},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.27950000762939453},{"id":"https://openalex.org/C13662910","wikidata":"https://www.wikidata.org/wiki/Q193139","display_name":"Trajectory","level":2,"score":0.27390000224113464},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2547000050544739},{"id":"https://openalex.org/C110157686","wikidata":"https://www.wikidata.org/wiki/Q922122","display_name":"Broadcasting (networking)","level":2,"score":0.2531999945640564},{"id":"https://openalex.org/C2779454638","wikidata":"https://www.wikidata.org/wiki/Q7100700","display_name":"Order picking","level":3,"score":0.2500999867916107}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.21531","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.21531","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.21531","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.21531","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Ride-hailing":[0],"platforms":[1],"increasingly":[2],"face":[3],"uncertain":[4],"driver":[5,72],"acceptance,":[6],"which":[7,27],"makes":[8],"traditional":[9],"one-to-one":[10],"'exclusive":[11],"dispatch":[12,36],"(ED)'":[13],"less":[14],"efficient:":[15],"rejections":[16],"and":[17,22,68,105,117,143,152,179,199,204,233],"timeouts":[18],"force":[19],"sequential":[20],"retries":[21],"lengthen":[23],"rider":[24,172],"wait":[25],"times,":[26],"in":[28,32,48,87],"turn":[29],"creates":[30],"friction":[31,40],"the":[33,78,85,102,177,180,189],"marketplace.":[34],"'Non-exclusive":[35],"(NED)'":[37],"mitigates":[38],"this":[39,82],"by":[41,119,226],"broadcasting":[42],"a":[43,88,96,129,145],"request":[44],"to":[45,64,70,100,112,164,210],"multiple":[46,75],"drivers":[47,76,232],"parallel.":[49],"While":[50],"NED":[51,127,158],"can":[52,222],"reduce":[53],"latency,":[54],"it":[55,166],"introduces":[56],"new":[57],"design":[58],"challenges":[59],"--":[60,84,93],"most":[61],"notably,":[62],"how":[63,69],"choose":[65],"notification":[66,220],"sets":[67],"resolve":[71],"contention":[73,195],"(when":[74],"accept":[77],"same":[79],"ride).":[80],"In":[81],"paper":[83],"second":[86],"two-part":[89],"collaboration":[90],"with":[91,134],"Lyft":[92,141],"we":[94,155,215],"develop":[95],"theoretically":[97],"grounded":[98],"framework":[99],"evaluate":[101],"long-run":[103,224],"performance":[104],"marketplace":[106],"effects":[107],"of":[108,183,230],"transitioning":[109],"from":[110],"ED":[111],"NED.":[113],"We":[114,186],"bridge":[115],"theory":[116],"practice":[118],"combining":[120],"(i)":[121],"an":[122],"optimization":[123],"model":[124],"that":[125,157,217],"formulates":[126],"as":[128],"constrained":[130],"welfare":[131],"maximization":[132],"problem":[133],"(ii)":[135],"large-scale":[136],"discrete-event":[137],"simulations":[138],"on":[139],"proprietary":[140],"traces":[142],"(iii)":[144],"stylized":[146],"macroscopic":[147],"equilibrium":[148,153],"model.":[149],"Across":[150],"simulation":[151],"analysis,":[154],"find":[156],"improves":[159],"key":[160],"fulfillment":[161],"metrics":[162],"relative":[163],"ED:":[165],"reduces":[167],"match":[168],"time":[169],"(and":[170],"hence":[171],"reneging)":[173],"while":[174],"increasing":[175],"both":[176],"number":[178],"average":[181],"quality":[182],"completed":[184],"matches.":[185],"also":[187],"quantify":[188],"speed--quality":[190],"trade-off":[191],"between":[192],"two":[193],"common":[194],"resolution":[196],"rules,":[197],"'First-Accept'":[198],"'Best-Accept':":[200],"First-Accept":[201],"maximizes":[202],"speed":[203],"throughput,":[205],"whereas":[206],"Best-Accept":[207],"is":[208],"required":[209],"maximize":[211],"per-match":[212],"quality.":[213],"Finally,":[214],"show":[216],"slightly":[218],"conservative":[219],"heuristics":[221],"improve":[223],"efficiency":[225],"avoiding":[227],"excessive":[228],"locking":[229],"high-value":[231],"preserving":[234],"future":[235],"availability.":[236]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-03-25T00:00:00"}
