{"id":"https://openalex.org/W3194259208","doi":"https://doi.org/10.1145/3459637.3481916","title":"ETA Prediction with Graph Neural Networks in Google Maps","display_name":"ETA Prediction with Graph Neural Networks in Google Maps","publication_year":2021,"publication_date":"2021-10-26","ids":{"openalex":"https://openalex.org/W3194259208","doi":"https://doi.org/10.1145/3459637.3481916","mag":"3194259208"},"language":"en","primary_location":{"id":"doi:10.1145/3459637.3481916","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3459637.3481916","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3459637.3481916","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 30th ACM International Conference on Information & Knowledge Management","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3459637.3481916","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063461807","display_name":"Austin Derrow-Pinion","orcid":"https://orcid.org/0000-0001-9338-7563"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Austin Derrow-Pinion","raw_affiliation_strings":["DeepMind, Mountain View, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DeepMind, Mountain View, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059882177","display_name":"Jennifer She","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jennifer She","raw_affiliation_strings":["DeepMind, Mountain View, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DeepMind, Mountain View, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110814049","display_name":"David Wong","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"David Wong","raw_affiliation_strings":["Waymo, Mountain View, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Waymo, Mountain View, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111686364","display_name":"Oliver Lange","orcid":null},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Oliver Lange","raw_affiliation_strings":["Google, Seattle, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Google, Seattle, WA, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048229171","display_name":"Todd Hester","orcid":null},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Todd Hester","raw_affiliation_strings":["Amazon, Seattle, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Amazon, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112677821","display_name":"Lu\u00eds G. P\u00e9rez","orcid":"https://orcid.org/0009-0002-2635-3683"},"institutions":[{"id":"https://openalex.org/I4210099336","display_name":"Menlo School","ror":"https://ror.org/01240pn49","country_code":"US","type":"education","lineage":["https://openalex.org/I4210099336"]},{"id":"https://openalex.org/I4210114444","display_name":"Meta (United States)","ror":"https://ror.org/01zbnvs85","country_code":"US","type":"company","lineage":["https://openalex.org/I4210114444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Luis Perez","raw_affiliation_strings":["Facebook AI, Menlo Park, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Facebook AI, Menlo Park, CA, USA","institution_ids":["https://openalex.org/I4210114444","https://openalex.org/I4210099336"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051123931","display_name":"Marc Nunkesser","orcid":null},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marc Nunkesser","raw_affiliation_strings":["Google, Seattle, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Google, Seattle, WA, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061928338","display_name":"Seongjae Lee","orcid":"https://orcid.org/0000-0001-5793-8639"},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Seongjae Lee","raw_affiliation_strings":["Google, Seattle, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Google, Seattle, WA, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016890097","display_name":"Xueying Guo","orcid":"https://orcid.org/0000-0003-0066-4248"},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xueying Guo","raw_affiliation_strings":["Google, Seattle, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Google, Seattle, WA, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004218123","display_name":"Brett Wiltshire","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Brett Wiltshire","raw_affiliation_strings":["DeepMind, Mountain View, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DeepMind, Mountain View, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059792149","display_name":"Peter Battaglia","orcid":"https://orcid.org/0000-0003-3622-7111"},"institutions":[{"id":"https://openalex.org/I4210090411","display_name":"Google DeepMind (United Kingdom)","ror":"https://ror.org/00971b260","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210090411","https://openalex.org/I4210128969"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Peter W. Battaglia","raw_affiliation_strings":["DeepMind, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DeepMind, London, United Kingdom","institution_ids":["https://openalex.org/I4210090411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071994432","display_name":"Vishal K. Gupta","orcid":"https://orcid.org/0000-0003-2173-0240"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vishal Gupta","raw_affiliation_strings":["DeepMind, Mountain View, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DeepMind, Mountain View, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100413657","display_name":"Ang Li","orcid":"https://orcid.org/0000-0003-3734-9137"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ang Li","raw_affiliation_strings":["DeepMind, Mountain View, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DeepMind, Mountain View, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062979221","display_name":"Zhongwen Xu","orcid":"https://orcid.org/0000-0002-9348-7262"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhongwen Xu","raw_affiliation_strings":["Sea AI Lab, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sea AI Lab, Singapore, Singapore","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089078828","display_name":"\u00c1lvaro S\u00e1nchez\u2010Gonz\u00e1lez","orcid":"https://orcid.org/0000-0001-5055-5790"},"institutions":[{"id":"https://openalex.org/I4210090411","display_name":"Google DeepMind (United Kingdom)","ror":"https://ror.org/00971b260","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210090411","https://openalex.org/I4210128969"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alvaro Sanchez-Gonzalez","raw_affiliation_strings":["DeepMind, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DeepMind, London, United Kingdom","institution_ids":["https://openalex.org/I4210090411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100680674","display_name":"Yujia Li","orcid":"https://orcid.org/0000-0002-3151-750X"},"institutions":[{"id":"https://openalex.org/I4210090411","display_name":"Google DeepMind (United Kingdom)","ror":"https://ror.org/00971b260","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210090411","https://openalex.org/I4210128969"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yujia Li","raw_affiliation_strings":["DeepMind, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DeepMind, London, United Kingdom","institution_ids":["https://openalex.org/I4210090411"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008869927","display_name":"Petar Veli\u010dkovi\u0107","orcid":"https://orcid.org/0000-0002-2820-4692"},"institutions":[{"id":"https://openalex.org/I4210090411","display_name":"Google DeepMind (United Kingdom)","ror":"https://ror.org/00971b260","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210090411","https://openalex.org/I4210128969"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Petar Velickovic","raw_affiliation_strings":["DeepMind, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DeepMind, London, United Kingdom","institution_ids":["https://openalex.org/I4210090411"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":17,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":17.6187,"has_fulltext":true,"cited_by_count":201,"citation_normalized_percentile":{"value":0.99765446,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"3767","last_page":"3776"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9994000196456909,"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"}},{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9970999956130981,"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/T11106","display_name":"Data Management and Algorithms","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.7367490530014038},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5652869939804077},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.5167093276977539},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4590083956718445},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.44352415204048157},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4314957857131958},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4303145110607147},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.41533926129341125},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3660210371017456},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34117960929870605},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3250950276851654},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.2658555507659912},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.204588383436203},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10718965530395508}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7367490530014038},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5652869939804077},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.5167093276977539},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4590083956718445},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.44352415204048157},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4314957857131958},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4303145110607147},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.41533926129341125},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3660210371017456},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34117960929870605},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3250950276851654},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2658555507659912},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.204588383436203},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10718965530395508},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3459637.3481916","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3459637.3481916","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3459637.3481916","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 30th ACM International Conference on Information & Knowledge Management","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2108.11482","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2108.11482","pdf_url":"https://arxiv.org/pdf/2108.11482","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.1145/3459637.3481916","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3459637.3481916","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3459637.3481916","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 30th ACM International Conference on Information & Knowledge Management","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.550000011920929,"id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3194259208.pdf","grobid_xml":"https://content.openalex.org/works/W3194259208.grobid-xml"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W2519887557","https://openalex.org/W2554952599","https://openalex.org/W2558748708","https://openalex.org/W2606780347","https://openalex.org/W2624431344","https://openalex.org/W2753798143","https://openalex.org/W2766453196","https://openalex.org/W2786915849","https://openalex.org/W2788997482","https://openalex.org/W2792839479","https://openalex.org/W2803767077","https://openalex.org/W2805516822","https://openalex.org/W2805708640","https://openalex.org/W2807021761","https://openalex.org/W2888135434","https://openalex.org/W2893944917","https://openalex.org/W2947116889","https://openalex.org/W2952254971","https://openalex.org/W2963241951","https://openalex.org/W2963358464","https://openalex.org/W2963695795","https://openalex.org/W2964015378","https://openalex.org/W2964571482","https://openalex.org/W2965341826","https://openalex.org/W2995268324","https://openalex.org/W2997848713","https://openalex.org/W3007404067","https://openalex.org/W3016124664","https://openalex.org/W3019011053","https://openalex.org/W3029687524","https://openalex.org/W3030299187","https://openalex.org/W3035284886","https://openalex.org/W3036685317","https://openalex.org/W3040478789","https://openalex.org/W3080252065","https://openalex.org/W3080344546","https://openalex.org/W3080548826","https://openalex.org/W3087257704","https://openalex.org/W3093133157","https://openalex.org/W3093761440","https://openalex.org/W3100848837","https://openalex.org/W3103427490","https://openalex.org/W3103720336","https://openalex.org/W3104302219","https://openalex.org/W3104307750","https://openalex.org/W3104591796","https://openalex.org/W3154818219","https://openalex.org/W4206482253","https://openalex.org/W4285723986","https://openalex.org/W4287270621","https://openalex.org/W4287755062","https://openalex.org/W4288080214","https://openalex.org/W4288089571","https://openalex.org/W4294558607","https://openalex.org/W4322614756","https://openalex.org/W4386815568"],"related_works":["https://openalex.org/W2383111961","https://openalex.org/W2365952365","https://openalex.org/W2352448290","https://openalex.org/W2380820513","https://openalex.org/W2913146933","https://openalex.org/W2372385138","https://openalex.org/W4296359239","https://openalex.org/W2101155126","https://openalex.org/W2043093291","https://openalex.org/W2363545964"],"abstract_inverted_index":{"Travel-time":[0],"prediction":[1],"constitutes":[2],"a":[3,33,76,150],"task":[4,34],"of":[5,22,46,84,101,111],"high":[6],"importance":[7],"in":[8,58,91,118,164,174],"transportation":[9],"networks,":[10],"with":[11],"web":[12],"mapping":[13],"services":[14],"like":[15,176],"Google":[16,94],"Maps":[17],"regularly":[18],"serving":[19],"vast":[20],"quantities":[21],"travel":[23],"time":[24,83],"queries":[25],"from":[26],"users":[27],"and":[28,50,125,137,140],"enterprises":[29],"alike.":[30],"Further,":[31],"such":[32,115],"requires":[35],"accounting":[36],"for":[37,67,81],"complex":[38],"spatiotemporal":[39],"interactions":[40],"(modelling":[41],"both":[42],"the":[43,47,59,109,169],"topological":[44],"properties":[45],"road":[48],"network":[49,79],"anticipating":[51],"events---such":[52],"as":[53,116],"rush":[54],"hours---that":[55],"may":[56],"occur":[57],"future).":[60],"Hence,":[61],"it":[62],"is":[63],"an":[64],"ideal":[65],"target":[66],"graph":[68,77],"representation":[69],"learning":[70],"at":[71,93],"scale.":[72],"Here":[73],"we":[74,88,106],"present":[75],"neural":[78],"estimator":[80],"estimated":[82],"arrival":[85],"(ETA)":[86],"which":[87],"have":[89],"deployed":[90],"production":[92,171],"Maps.":[95],"While":[96],"our":[97,122,147],"main":[98],"architecture":[99],"consists":[100],"standard":[102],"GNN":[103,154],"building":[104],"blocks,":[105],"further":[107],"detail":[108],"usage":[110],"training":[112,138],"schedule":[113],"methods":[114],"MetaGradients":[117],"order":[119],"to":[120,168],"make":[121],"model":[123,148],"robust":[124],"production-ready.":[126],"We":[127],"also":[128],"provide":[129],"prescriptive":[130],"studies:":[131],"ablating":[132],"on":[133,143],"various":[134],"architectural":[135],"decisions":[136],"regimes,":[139],"qualitative":[141],"analyses":[142],"real-world":[144],"situations":[145],"where":[146],"provides":[149],"competitive":[151],"edge.":[152],"Our":[153],"proved":[155],"powerful":[156],"when":[157],"deployed,":[158],"significantly":[159],"reducing":[160],"negative":[161],"ETA":[162],"outcomes":[163],"several":[165],"regions":[166],"compared":[167],"previous":[170],"baseline":[172],"(40+%":[173],"cities":[175],"Sydney).":[177]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":51},{"year":2024,"cited_by_count":56},{"year":2023,"cited_by_count":52},{"year":2022,"cited_by_count":32},{"year":2021,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}