{"id":"https://openalex.org/W4394007133","doi":"https://doi.org/10.1145/3613904.3642628","title":"Talaria: Interactively Optimizing Machine Learning Models for Efficient Inference","display_name":"Talaria: Interactively Optimizing Machine Learning Models for Efficient Inference","publication_year":2024,"publication_date":"2024-05-11","ids":{"openalex":"https://openalex.org/W4394007133","doi":"https://doi.org/10.1145/3613904.3642628"},"language":"en","primary_location":{"id":"doi:10.1145/3613904.3642628","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3613904.3642628","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3613904.3642628","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 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3613904.3642628","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034842879","display_name":"Fred Hohman","orcid":null},"institutions":[{"id":"https://openalex.org/I4210153776","display_name":"Apple (United States)","ror":"https://ror.org/059hsda18","country_code":"US","type":"company","lineage":["https://openalex.org/I4210153776"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fred Hohman","raw_affiliation_strings":["Apple, United States"],"raw_orcid":"https://orcid.org/0000-0002-4164-844X","affiliations":[{"raw_affiliation_string":"Apple, United States","institution_ids":["https://openalex.org/I4210153776"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057689280","display_name":"Chaoqun Wang","orcid":"https://orcid.org/0009-0004-5676-4592"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chaoqun Wang","raw_affiliation_strings":["Apple, China"],"raw_orcid":"https://orcid.org/0009-0004-5676-4592","affiliations":[{"raw_affiliation_string":"Apple, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051999681","display_name":"Jinmook Lee","orcid":"https://orcid.org/0000-0002-7693-8148"},"institutions":[{"id":"https://openalex.org/I4210153776","display_name":"Apple (United States)","ror":"https://ror.org/059hsda18","country_code":"US","type":"company","lineage":["https://openalex.org/I4210153776"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jinmook Lee","raw_affiliation_strings":["Apple, United States"],"raw_orcid":"https://orcid.org/0000-0002-7693-8148","affiliations":[{"raw_affiliation_string":"Apple, United States","institution_ids":["https://openalex.org/I4210153776"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076551093","display_name":"Jochen G\u00f6rtler","orcid":"https://orcid.org/0000-0001-6510-0908"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jochen G\u00f6rtler","raw_affiliation_strings":["Independent Researcher, Germany"],"raw_orcid":"https://orcid.org/0000-0001-6510-0908","affiliations":[{"raw_affiliation_string":"Independent Researcher, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006087928","display_name":"Dominik Moritz","orcid":"https://orcid.org/0000-0002-3110-1053"},"institutions":[{"id":"https://openalex.org/I4210153776","display_name":"Apple (United States)","ror":"https://ror.org/059hsda18","country_code":"US","type":"company","lineage":["https://openalex.org/I4210153776"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dominik Moritz","raw_affiliation_strings":["Apple, United States"],"raw_orcid":"https://orcid.org/0000-0002-3110-1053","affiliations":[{"raw_affiliation_string":"Apple, United States","institution_ids":["https://openalex.org/I4210153776"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082603621","display_name":"Jeffrey P. Bigham","orcid":"https://orcid.org/0000-0002-2072-0625"},"institutions":[{"id":"https://openalex.org/I4210153776","display_name":"Apple (United States)","ror":"https://ror.org/059hsda18","country_code":"US","type":"company","lineage":["https://openalex.org/I4210153776"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey P Bigham","raw_affiliation_strings":["Apple, United States"],"raw_orcid":"https://orcid.org/0000-0002-2072-0625","affiliations":[{"raw_affiliation_string":"Apple, United States","institution_ids":["https://openalex.org/I4210153776"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014894873","display_name":"Zhile Ren","orcid":"https://orcid.org/0000-0002-0302-795X"},"institutions":[{"id":"https://openalex.org/I4210153776","display_name":"Apple (United States)","ror":"https://ror.org/059hsda18","country_code":"US","type":"company","lineage":["https://openalex.org/I4210153776"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhile Ren","raw_affiliation_strings":["Apple, United States"],"raw_orcid":"https://orcid.org/0000-0002-0302-795X","affiliations":[{"raw_affiliation_string":"Apple, United States","institution_ids":["https://openalex.org/I4210153776"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033543268","display_name":"C.A. Foret","orcid":null},"institutions":[{"id":"https://openalex.org/I4210153776","display_name":"Apple (United States)","ror":"https://ror.org/059hsda18","country_code":"US","type":"company","lineage":["https://openalex.org/I4210153776"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cecile Foret","raw_affiliation_strings":["Apple, United States"],"raw_orcid":"https://orcid.org/0009-0001-8341-756X","affiliations":[{"raw_affiliation_string":"Apple, United States","institution_ids":["https://openalex.org/I4210153776"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059633880","display_name":"Qi Shan","orcid":"https://orcid.org/0009-0001-1520-9283"},"institutions":[{"id":"https://openalex.org/I4210153776","display_name":"Apple (United States)","ror":"https://ror.org/059hsda18","country_code":"US","type":"company","lineage":["https://openalex.org/I4210153776"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qi Shan","raw_affiliation_strings":["Apple, United States"],"raw_orcid":"https://orcid.org/0009-0001-1520-9283","affiliations":[{"raw_affiliation_string":"Apple, United States","institution_ids":["https://openalex.org/I4210153776"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052284122","display_name":"Xiaoyi Zhang","orcid":"https://orcid.org/0009-0002-6591-7162"},"institutions":[{"id":"https://openalex.org/I4210153776","display_name":"Apple (United States)","ror":"https://ror.org/059hsda18","country_code":"US","type":"company","lineage":["https://openalex.org/I4210153776"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaoyi Zhang","raw_affiliation_strings":["Apple, United States"],"raw_orcid":"https://orcid.org/0009-0002-6591-7162","affiliations":[{"raw_affiliation_string":"Apple, United States","institution_ids":["https://openalex.org/I4210153776"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.1035,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.90417544,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"19"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10799","display_name":"Data Visualization and Analytics","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9854000210762024,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9824000000953674,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.847854495048523},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.7257852554321289},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7219319939613342},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.6180616021156311},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5491204857826233},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.51333087682724},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.47946226596832275},{"id":"https://openalex.org/keywords/learning-curve","display_name":"Learning curve","score":0.47073590755462646},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.45886844396591187},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.4507637917995453},{"id":"https://openalex.org/keywords/compiler","display_name":"Compiler","score":0.4248216152191162},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3738204836845398},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3202199935913086},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.28750014305114746},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1465418040752411},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.09935438632965088}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.847854495048523},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.7257852554321289},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7219319939613342},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6180616021156311},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5491204857826233},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.51333087682724},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.47946226596832275},{"id":"https://openalex.org/C34585555","wikidata":"https://www.wikidata.org/wiki/Q1368723","display_name":"Learning curve","level":2,"score":0.47073590755462646},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.45886844396591187},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.4507637917995453},{"id":"https://openalex.org/C169590947","wikidata":"https://www.wikidata.org/wiki/Q47506","display_name":"Compiler","level":2,"score":0.4248216152191162},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3738204836845398},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3202199935913086},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.28750014305114746},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1465418040752411},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.09935438632965088}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3613904.3642628","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3613904.3642628","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3613904.3642628","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 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2404.03085","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2404.03085","pdf_url":"https://arxiv.org/pdf/2404.03085","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.1145/3613904.3642628","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3613904.3642628","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3613904.3642628","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 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4394007133.pdf"},"referenced_works_count":61,"referenced_works":["https://openalex.org/W1995923922","https://openalex.org/W2059216172","https://openalex.org/W2073800769","https://openalex.org/W2080417696","https://openalex.org/W2108816886","https://openalex.org/W2137406659","https://openalex.org/W2138199375","https://openalex.org/W2150104072","https://openalex.org/W2440722286","https://openalex.org/W2506299962","https://openalex.org/W2512274390","https://openalex.org/W2665599524","https://openalex.org/W2740279402","https://openalex.org/W2752194699","https://openalex.org/W2753713840","https://openalex.org/W2783538964","https://openalex.org/W2909981485","https://openalex.org/W2922234936","https://openalex.org/W2941232686","https://openalex.org/W2941629559","https://openalex.org/W2944716729","https://openalex.org/W2950865323","https://openalex.org/W2956281901","https://openalex.org/W2963125010","https://openalex.org/W2963163009","https://openalex.org/W2963214037","https://openalex.org/W2966086598","https://openalex.org/W2969670093","https://openalex.org/W3004543888","https://openalex.org/W3006437051","https://openalex.org/W3011762266","https://openalex.org/W3012561096","https://openalex.org/W3015636663","https://openalex.org/W3029504795","https://openalex.org/W3034368386","https://openalex.org/W3088281844","https://openalex.org/W3091850269","https://openalex.org/W3092242892","https://openalex.org/W3094617751","https://openalex.org/W3103019052","https://openalex.org/W3129093240","https://openalex.org/W3138154797","https://openalex.org/W3170647102","https://openalex.org/W3178193590","https://openalex.org/W3208416788","https://openalex.org/W3214535132","https://openalex.org/W4220901627","https://openalex.org/W4221015417","https://openalex.org/W4225908341","https://openalex.org/W4287363917","https://openalex.org/W4288076086","https://openalex.org/W4292114417","https://openalex.org/W4292213411","https://openalex.org/W4296127454","https://openalex.org/W4320342906","https://openalex.org/W4396833699","https://openalex.org/W6608829506","https://openalex.org/W6754220138","https://openalex.org/W6796696352","https://openalex.org/W6893849629","https://openalex.org/W6982728064"],"related_works":["https://openalex.org/W2770234245","https://openalex.org/W96612179","https://openalex.org/W4229499248","https://openalex.org/W4389670110","https://openalex.org/W2429057255","https://openalex.org/W2187546663","https://openalex.org/W148745890","https://openalex.org/W2566006169","https://openalex.org/W2611942503","https://openalex.org/W4315621326"],"abstract_inverted_index":{"On-device":[0],"machine":[1],"learning":[2],"(ML)":[3],"moves":[4],"computation":[5],"from":[6],"the":[7,85,125,137],"cloud":[8],"to":[9,35,71,74,83],"personal":[10],"devices,":[11],"protecting":[12],"user":[13,18],"privacy":[14],"and":[15,38,47,58,65,80,131],"enabling":[16],"intelligent":[17],"experiences.":[19],"However,":[20],"fitting":[21],"models":[22,37,73],"on":[23,87],"devices":[24],"with":[25,121,136],"limited":[26],"resources":[27],"presents":[28],"a":[29,62,105,118,133],"major":[30],"technical":[31],"challenge:":[32],"practitioners":[33,51,70,113],"need":[34],"optimize":[36],"balance":[39],"hardware":[40],"metrics":[41],"such":[42],"as":[43],"model":[44,63,78],"size,":[45],"latency,":[46],"power.":[48],"To":[49],"help":[50],"create":[52],"efficient":[53],"ML":[54],"models,":[55],"we":[56,97],"designed":[57],"developed":[59],"Talaria":[60,68,100,129],":":[61],"visualization":[64],"optimization":[66],"system.":[67],"enables":[69],"compile":[72],"hardware,":[75],"interactively":[76],"visualize":[77],"statistics,":[79],"simulate":[81],"optimizations":[82],"test":[84],"impact":[86],"inference":[88],"metrics.":[89],"Since":[90],"its":[91,109],"internal":[92],"deployment":[93],"two":[94],"years":[95],"ago,":[96],"have":[98],"evaluated":[99],"using":[101,145],"three":[102],"methodologies:":[103],"(1)":[104],"log":[106],"analysis":[107],"highlighting":[108],"growth":[110],"of":[111,127],"800+":[112],"submitting":[114],"3,600+":[115],"models;":[116],"(2)":[117],"usability":[119],"survey":[120],"26":[122],"users":[123,141],"assessing":[124],"utility":[126],"20":[128],"features;":[130],"(3)":[132],"qualitative":[134],"interview":[135],"7":[138],"most":[139],"active":[140],"about":[142],"their":[143],"experience":[144],"Talaria.":[146]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2024-04-06T00:00:00"}
