{"id":"https://openalex.org/W3214102131","doi":"https://doi.org/10.1145/3519935.3519950","title":"Fast rates for nonparametric online learning: from realizability to learning in games","display_name":"Fast rates for nonparametric online learning: from realizability to learning in games","publication_year":2022,"publication_date":"2022-06-09","ids":{"openalex":"https://openalex.org/W3214102131","doi":"https://doi.org/10.1145/3519935.3519950","mag":"3214102131"},"language":"en","primary_location":{"id":"doi:10.1145/3519935.3519950","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3519935.3519950","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3519935.3519950","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 54th Annual ACM SIGACT Symposium on Theory of Computing","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3519935.3519950","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034822411","display_name":"Constantinos Daskalakis","orcid":"https://orcid.org/0000-0002-5451-0490"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Constantinos Daskalakis","raw_affiliation_strings":["Massachusetts Institute of Technology, USA"],"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology, USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089252105","display_name":"Noah Golowich","orcid":"https://orcid.org/0000-0003-2274-7861"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Noah Golowich","raw_affiliation_strings":["Massachusetts Institute of Technology, USA"],"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology, USA","institution_ids":["https://openalex.org/I63966007"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5034822411"],"corresponding_institution_ids":["https://openalex.org/I63966007"],"apc_list":null,"apc_paid":null,"fwci":1.3562,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.81383526,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"846","last_page":"859"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9991999864578247,"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/T12288","display_name":"Optimization and Search Problems","score":0.9854999780654907,"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/realizability","display_name":"Realizability","score":0.8822985887527466},{"id":"https://openalex.org/keywords/regret","display_name":"Regret","score":0.8017005920410156},{"id":"https://openalex.org/keywords/nonparametric-statistics","display_name":"Nonparametric statistics","score":0.7873668670654297},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.617374062538147},{"id":"https://openalex.org/keywords/bounded-function","display_name":"Bounded function","score":0.5952683091163635},{"id":"https://openalex.org/keywords/nonparametric-regression","display_name":"Nonparametric regression","score":0.5771141648292542},{"id":"https://openalex.org/keywords/online-learning","display_name":"Online learning","score":0.49159058928489685},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4674302935600281},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.46109285950660706},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.4469684958457947},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4069176912307739},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33653780817985535},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3301655054092407},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.32155734300613403},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3188313841819763},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.30130264163017273},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.20929142832756042},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.12864401936531067}],"concepts":[{"id":"https://openalex.org/C2776378722","wikidata":"https://www.wikidata.org/wiki/Q3454417","display_name":"Realizability","level":2,"score":0.8822985887527466},{"id":"https://openalex.org/C50817715","wikidata":"https://www.wikidata.org/wiki/Q79895177","display_name":"Regret","level":2,"score":0.8017005920410156},{"id":"https://openalex.org/C102366305","wikidata":"https://www.wikidata.org/wiki/Q1097688","display_name":"Nonparametric statistics","level":2,"score":0.7873668670654297},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.617374062538147},{"id":"https://openalex.org/C34388435","wikidata":"https://www.wikidata.org/wiki/Q2267362","display_name":"Bounded function","level":2,"score":0.5952683091163635},{"id":"https://openalex.org/C74127309","wikidata":"https://www.wikidata.org/wiki/Q3455886","display_name":"Nonparametric regression","level":3,"score":0.5771141648292542},{"id":"https://openalex.org/C2986087404","wikidata":"https://www.wikidata.org/wiki/Q15946010","display_name":"Online learning","level":2,"score":0.49159058928489685},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4674302935600281},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.46109285950660706},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.4469684958457947},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4069176912307739},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33653780817985535},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3301655054092407},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.32155734300613403},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3188313841819763},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.30130264163017273},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.20929142832756042},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.12864401936531067},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","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/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3519935.3519950","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3519935.3519950","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3519935.3519950","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 54th Annual ACM SIGACT Symposium on Theory of Computing","raw_type":"proceedings-article"},{"id":"pmh:oai:dspace.mit.edu:1721.1/146439","is_oa":true,"landing_page_url":"https://hdl.handle.net/1721.1/146439","pdf_url":null,"source":{"id":"https://openalex.org/S4306400425","display_name":"DSpace@MIT (Massachusetts Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I63966007","host_organization_name":"Massachusetts Institute of Technology","host_organization_lineage":["https://openalex.org/I63966007"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ACM|Proceedings of the 54th Annual ACM SIGACT Symposium on Theory of Computing","raw_type":"http://purl.org/eprint/type/ConferencePaper"}],"best_oa_location":{"id":"doi:10.1145/3519935.3519950","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3519935.3519950","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3519935.3519950","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 54th Annual ACM SIGACT Symposium on Theory of Computing","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1065316766","display_name":null,"funder_award_id":"Award","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G2392833675","display_name":null,"funder_award_id":"DMS-2022448","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G2506945562","display_name":null,"funder_award_id":"76RL01830","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G2510423872","display_name":null,"funder_award_id":"AC05-76RL01830","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G5200347334","display_name":null,"funder_award_id":"DE-AC05-76RL01830","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G5269527469","display_name":null,"funder_award_id":"DE-AC05-76RL0","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G6894402473","display_name":null,"funder_award_id":"Fellowship","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7200503492","display_name":null,"funder_award_id":"DE-AC05-76RL01830","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7560550554","display_name":null,"funder_award_id":"76RL01830","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7868964024","display_name":"Collaborative Research: Foundations of Deep Learning: Theory, Robustness, and the Brain\u200b","funder_award_id":"2134108","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7925119111","display_name":null,"funder_award_id":"DMS-2134108","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7995982022","display_name":null,"funder_award_id":"DE-AC05","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G8236974595","display_name":null,"funder_award_id":"DE-AC05-76RL0183","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G8294762899","display_name":"Foundations of Data Science Institute","funder_award_id":"2022448","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8414908677","display_name":null,"funder_award_id":"DE-AC0","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320334743","display_name":"Defence Science and Technology Agency - Singapore","ror":"https://ror.org/02rvm6b03"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3214102131.pdf","grobid_xml":"https://content.openalex.org/works/W3214102131.grobid-xml"},"referenced_works_count":66,"referenced_works":["https://openalex.org/W6657555","https://openalex.org/W148203283","https://openalex.org/W648260396","https://openalex.org/W779731701","https://openalex.org/W1522619327","https://openalex.org/W1530699444","https://openalex.org/W1570963478","https://openalex.org/W1614597761","https://openalex.org/W1784402736","https://openalex.org/W1790582767","https://openalex.org/W1811750039","https://openalex.org/W1831843218","https://openalex.org/W2005659848","https://openalex.org/W2009487047","https://openalex.org/W2010353172","https://openalex.org/W2016384870","https://openalex.org/W2029922822","https://openalex.org/W2042024619","https://openalex.org/W2042132284","https://openalex.org/W2063368770","https://openalex.org/W2066688546","https://openalex.org/W2077723394","https://openalex.org/W2093294140","https://openalex.org/W2098437157","https://openalex.org/W2100116519","https://openalex.org/W2111396966","https://openalex.org/W2112599888","https://openalex.org/W2129113961","https://openalex.org/W2136136954","https://openalex.org/W2139709458","https://openalex.org/W2139800297","https://openalex.org/W2143343660","https://openalex.org/W2147632820","https://openalex.org/W2154952480","https://openalex.org/W2169401877","https://openalex.org/W2184340014","https://openalex.org/W2286188813","https://openalex.org/W2318194046","https://openalex.org/W2527946912","https://openalex.org/W2783292962","https://openalex.org/W2788451989","https://openalex.org/W2795040388","https://openalex.org/W2809697779","https://openalex.org/W2915022044","https://openalex.org/W2963384289","https://openalex.org/W2963482921","https://openalex.org/W2964179321","https://openalex.org/W3004555508","https://openalex.org/W3006170270","https://openalex.org/W3010157058","https://openalex.org/W3033740375","https://openalex.org/W3046407257","https://openalex.org/W3098487311","https://openalex.org/W3098536263","https://openalex.org/W3100743579","https://openalex.org/W3104176365","https://openalex.org/W3124782179","https://openalex.org/W3126548682","https://openalex.org/W3127060181","https://openalex.org/W3148625381","https://openalex.org/W3159696719","https://openalex.org/W3176535646","https://openalex.org/W3193928219","https://openalex.org/W3194476246","https://openalex.org/W4249728363","https://openalex.org/W4254748829"],"related_works":["https://openalex.org/W1541412963","https://openalex.org/W2184572292","https://openalex.org/W4321367829","https://openalex.org/W1509119367","https://openalex.org/W4309301076","https://openalex.org/W3041944716","https://openalex.org/W2041704562","https://openalex.org/W2288767749","https://openalex.org/W2181913714","https://openalex.org/W4313160815"],"abstract_inverted_index":{"We":[0],"study":[1],"fast":[2],"rates":[3],"of":[4,9],"convergence":[5],"in":[6],"the":[7],"setting":[8],"nonparametric":[10],"online":[11],"regression,":[12],"namely":[13],"where":[14],"regret":[15],"is":[16],"defined":[17],"with":[18],"respect":[19],"to":[20],"an":[21],"arbitrary":[22],"function":[23],"class":[24],"which":[25],"has":[26],"bounded":[27],"complexity.":[28],"Our":[29],"contributions":[30],"are":[31],"two-fold:":[32]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-12T07:58:50.170612","created_date":"2025-10-10T00:00:00"}
