{"id":"https://openalex.org/W7133331879","doi":"https://doi.org/10.48550/arxiv.2603.00176","title":"Bridging Policy and Real-World Dynamics: LLM-Augmented Rebalancing for Shared Micromobility Systems","display_name":"Bridging Policy and Real-World Dynamics: LLM-Augmented Rebalancing for Shared Micromobility Systems","publication_year":2026,"publication_date":"2026-02-26","ids":{"openalex":"https://openalex.org/W7133331879","doi":"https://doi.org/10.48550/arxiv.2603.00176"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.00176","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.00176","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.00176","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5127961864","display_name":"Heng Tan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tan, Heng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126464015","display_name":"Hua Yan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yan, Hua","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5127919334","display_name":"Yu Chul Yang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang, Yu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"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/T10298","display_name":"Urban Transport and Accessibility","score":0.6868000030517578,"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"}},"topics":[{"id":"https://openalex.org/T10298","display_name":"Urban Transport and Accessibility","score":0.6868000030517578,"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/T11942","display_name":"Transportation and Mobility Innovations","score":0.164000004529953,"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/T12546","display_name":"Smart Parking Systems Research","score":0.030300000682473183,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/bridging","display_name":"Bridging (networking)","score":0.5335000157356262},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.5288000106811523},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.45910000801086426},{"id":"https://openalex.org/keywords/equity","display_name":"Equity (law)","score":0.3149999976158142},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.3073999881744385},{"id":"https://openalex.org/keywords/general-partnership","display_name":"General partnership","score":0.3068999946117401},{"id":"https://openalex.org/keywords/revenue","display_name":"Revenue","score":0.2906999886035919}],"concepts":[{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.5335000157356262},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.5288000106811523},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49889999628067017},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.45910000801086426},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.3294999897480011},{"id":"https://openalex.org/C199728807","wikidata":"https://www.wikidata.org/wiki/Q2578557","display_name":"Equity (law)","level":2,"score":0.3149999976158142},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3075999915599823},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.3073999881744385},{"id":"https://openalex.org/C71750763","wikidata":"https://www.wikidata.org/wiki/Q646164","display_name":"General partnership","level":2,"score":0.3068999946117401},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.3005000054836273},{"id":"https://openalex.org/C195487862","wikidata":"https://www.wikidata.org/wiki/Q850210","display_name":"Revenue","level":2,"score":0.2906999886035919},{"id":"https://openalex.org/C45555294","wikidata":"https://www.wikidata.org/wiki/Q28113351","display_name":"Inequality","level":2,"score":0.28929999470710754},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.2888000011444092},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.2824999988079071},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.2768999934196472},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.27639999985694885},{"id":"https://openalex.org/C109986646","wikidata":"https://www.wikidata.org/wiki/Q546113","display_name":"Public policy","level":2,"score":0.27309998869895935},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.2705000042915344},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.2669000029563904},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.25440001487731934}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.00176","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.00176","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.00176","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.00176","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"score":0.7816767692565918,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Shared":[0],"micromobility":[1,73,147],"services":[2],"such":[3],"as":[4,139],"e-scooters":[5],"and":[6,37,104,107,126],"bikes":[7],"have":[8],"become":[9],"an":[10,66,83],"integral":[11],"part":[12],"of":[13,136],"urban":[14],"transportation,":[15],"yet":[16],"their":[17],"efficiency":[18],"critically":[19],"depends":[20],"on":[21,113],"effective":[22],"vehicle":[23,53],"rebalancing.":[24,74],"Existing":[25],"methods":[26],"either":[27],"optimize":[28],"for":[29,71,143],"average":[30],"demand":[31,51,102,124],"patterns":[32],"or":[33,57],"employ":[34],"robust":[35],"optimization":[36],"reinforcement":[38],"learning":[39],"to":[40,130],"handle":[41],"predefined":[42],"uncertainties.":[43],"However,":[44],"these":[45],"approaches":[46],"overlook":[47],"emergent":[48,94],"events":[49],"(e.g.,":[50],"surges,":[52],"outages,":[54],"regulatory":[55],"interventions)":[56],"sacrifice":[58],"performance":[59],"in":[60,90,146],"normal":[61],"conditions.":[62],"We":[63],"introduce":[64],"AMPLIFY,":[65],"LLM-augmented":[67],"policy":[68],"adaptation":[69,85,97,138],"framework":[70,76],"shared":[72],"The":[75,96],"combines":[77],"a":[78,140],"baseline":[79,105,131],"rebalancing":[80],"module":[81,86,98],"with":[82],"LLM-based":[84],"that":[87,120],"adjusts":[88],"strategies":[89],"real":[91],"time":[92],"under":[93],"scenarios.":[95],"ingests":[99],"system":[100,127],"context,":[101],"predictions,":[103],"strategies,":[106],"refines":[108],"adjustments":[109],"through":[110],"self-reflection.":[111],"Evaluations":[112],"real-world":[114],"e-scooter":[115],"data":[116],"from":[117],"Chicago":[118],"show":[119],"our":[121],"approach":[122],"improves":[123],"satisfaction":[125],"revenue":[128],"compared":[129],"policies,":[132],"highlighting":[133],"the":[134],"potential":[135],"LLM-driven":[137],"flexible":[141],"solution":[142],"managing":[144],"uncertainty":[145],"systems.":[148]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-03-04T00:00:00"}
