{"id":"https://openalex.org/W4323706305","doi":"https://doi.org/10.1145/3576842.3582325","title":"adaPARL: Adaptive Privacy-Aware Reinforcement Learning for Sequential Decision Making Human-in-the-Loop Systems","display_name":"adaPARL: Adaptive Privacy-Aware Reinforcement Learning for Sequential Decision Making Human-in-the-Loop Systems","publication_year":2023,"publication_date":"2023-04-26","ids":{"openalex":"https://openalex.org/W4323706305","doi":"https://doi.org/10.1145/3576842.3582325"},"language":"en","primary_location":{"id":"doi:10.1145/3576842.3582325","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3576842.3582325","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3576842.3582325","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 8th ACM/IEEE Conference on Internet of Things Design and Implementation","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/10.1145/3576842.3582325","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015005773","display_name":"Mojtaba Taherisadr","orcid":null},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mojtaba Taherisadr","raw_affiliation_strings":["Electrical engineering and computer science, University of California, Irvine, United States of America"],"raw_orcid":"https://orcid.org/0000-0001-5534-5776","affiliations":[{"raw_affiliation_string":"Electrical engineering and computer science, University of California, Irvine, United States of America","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048499015","display_name":"Stelios Stavroulakis","orcid":"https://orcid.org/0000-0002-2059-3152"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stelios Andrew Stavroulakis","raw_affiliation_strings":["Information and computer science, University of California, Irvine, USA"],"raw_orcid":"https://orcid.org/0000-0002-2059-3152","affiliations":[{"raw_affiliation_string":"Information and computer science, University of California, Irvine, USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038820344","display_name":"Salma Elmalaki","orcid":"https://orcid.org/0000-0002-0969-0197"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Salma Elmalaki","raw_affiliation_strings":["Electrical engineering and computer science, University of California, Irvine, United States of America"],"raw_orcid":"https://orcid.org/0000-0002-0969-0197","affiliations":[{"raw_affiliation_string":"Electrical engineering and computer science, University of California, Irvine, United States of America","institution_ids":["https://openalex.org/I204250578"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I204250578"],"apc_list":null,"apc_paid":null,"fwci":6.114,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.97123265,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"262","last_page":"274"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.9871000051498413,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9866999983787537,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8180904388427734},{"id":"https://openalex.org/keywords/human-in-the-loop","display_name":"Human-in-the-loop","score":0.741123616695404},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7325208187103271},{"id":"https://openalex.org/keywords/loop","display_name":"Loop (graph theory)","score":0.5228883624076843},{"id":"https://openalex.org/keywords/feedback-loop","display_name":"Feedback loop","score":0.4457910656929016},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43081533908843994},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.17144149541854858},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06124112010002136}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8180904388427734},{"id":"https://openalex.org/C2780626000","wikidata":"https://www.wikidata.org/wiki/Q5936775","display_name":"Human-in-the-loop","level":2,"score":0.741123616695404},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7325208187103271},{"id":"https://openalex.org/C184670325","wikidata":"https://www.wikidata.org/wiki/Q512604","display_name":"Loop (graph theory)","level":2,"score":0.5228883624076843},{"id":"https://openalex.org/C186886427","wikidata":"https://www.wikidata.org/wiki/Q5441213","display_name":"Feedback loop","level":2,"score":0.4457910656929016},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43081533908843994},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.17144149541854858},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06124112010002136},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3576842.3582325","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3576842.3582325","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3576842.3582325","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 8th ACM/IEEE Conference on Internet of Things Design and Implementation","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2303.04257","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2303.04257","pdf_url":"https://arxiv.org/pdf/2303.04257","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.1145/3576842.3582325","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3576842.3582325","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3576842.3582325","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 8th ACM/IEEE Conference on Internet of Things Design and Implementation","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.75,"id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G1962403530","display_name":"CRII: CPS: Society-in-the-Loop Personalized Computing","funder_award_id":"2105084","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4323706305.pdf","grobid_xml":"https://content.openalex.org/works/W4323706305.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W15411808","https://openalex.org/W41554520","https://openalex.org/W297984285","https://openalex.org/W1965233495","https://openalex.org/W2038112635","https://openalex.org/W2065046109","https://openalex.org/W2073748076","https://openalex.org/W2075270873","https://openalex.org/W2084553975","https://openalex.org/W2092850413","https://openalex.org/W2115003018","https://openalex.org/W2115873741","https://openalex.org/W2140436732","https://openalex.org/W2144846366","https://openalex.org/W2166681263","https://openalex.org/W2250513429","https://openalex.org/W2251111352","https://openalex.org/W2410842990","https://openalex.org/W2603580142","https://openalex.org/W2735318784","https://openalex.org/W2785306053","https://openalex.org/W2796665034","https://openalex.org/W2800151429","https://openalex.org/W2898091853","https://openalex.org/W2940572873","https://openalex.org/W2970356364","https://openalex.org/W2972592048","https://openalex.org/W2974689158","https://openalex.org/W2980797340","https://openalex.org/W3011865677","https://openalex.org/W3011880926","https://openalex.org/W3027451243","https://openalex.org/W3032407425","https://openalex.org/W3037905684","https://openalex.org/W3046584951","https://openalex.org/W3086540722","https://openalex.org/W3114356733","https://openalex.org/W3126785156","https://openalex.org/W3150894284","https://openalex.org/W3161302686","https://openalex.org/W3162495614","https://openalex.org/W3208660434","https://openalex.org/W4213341067","https://openalex.org/W4220983434","https://openalex.org/W4283318546","https://openalex.org/W4286285643","https://openalex.org/W4306789591","https://openalex.org/W4317781546","https://openalex.org/W4327873626","https://openalex.org/W6767842744","https://openalex.org/W6804086570"],"related_works":["https://openalex.org/W4367173559","https://openalex.org/W4288099294","https://openalex.org/W2375499102","https://openalex.org/W2381125525","https://openalex.org/W3084132679","https://openalex.org/W4301401229","https://openalex.org/W4386728952","https://openalex.org/W3091793048","https://openalex.org/W4306697907","https://openalex.org/W2902961658"],"abstract_inverted_index":{"Reinforcement":[0],"learning":[1],"(RL)":[2],"presents":[3],"numerous":[4],"benefits":[5],"compared":[6],"to":[7,46,48,72,204],"rule-based":[8],"approaches":[9],"in":[10,27,86],"various":[11],"applications.":[12],"Privacy":[13],"concerns":[14],"have":[15,97],"grown":[16],"with":[17,24],"the":[18,35,41,49,56,63,116,170,197,214,219],"widespread":[19],"use":[20],"of":[21,53,108,199],"RL":[22,38,75,135],"trained":[23,59],"privacy-sensitive":[25],"data":[26],"IoT":[28,154,175],"devices,":[29],"especially":[30,90,151],"for":[31,91,115,133,148,152],"human-in-the-loop":[32,92,153],"systems.":[33,155],"On":[34,55,210],"one":[36,109,130],"hand,":[37,58],"methods":[39],"enhance":[40],"user":[42],"experience":[43],"by":[44,216,222],"trying":[45],"adapt":[47],"highly":[50],"dynamic":[51],"nature":[52],"humans.":[54],"other":[57],"policies":[60],"can":[61,113,127],"leak":[62,111,221],"user\u2019s":[64],"private":[65],"information.":[66],"Recent":[67],"attention":[68],"has":[69],"been":[70],"drawn":[71],"designing":[73,87],"privacy-aware":[74,88,134,149],"algorithms":[76],"while":[77,217],"maintaining":[78],"an":[79,145],"acceptable":[80],"system":[81],"utility.":[82],"A":[83],"central":[84],"challenge":[85],"RL,":[89,150],"systems,":[93],"is":[94],"that":[95,136,140],"humans":[96,122],"intrinsic":[98],"variability,":[99],"and":[100,103,166,182,201],"their":[101],"preferences":[102],"behavior":[104,165],"evolve.":[105],"The":[106],"effect":[107],"privacy":[110,220],"mitigation":[112],"differ":[114],"same":[117],"human":[118,164],"or":[119],"across":[120],"different":[121],"over":[123],"time.":[124],"Hence,":[125],"we":[126,142],"not":[128],"design":[129],"fixed":[131],"model":[132],"fits":[137],"all.":[138],"To":[139],"end,":[141],"propose":[143],"adaPARL,":[144],"adaptive":[146],"approach":[147],"adaPARL":[156,172,200,212],"provides":[157],"a":[158,206],"personalized":[159,207],"privacy-utility":[160,208],"trade-off":[161],"depending":[162],"on":[163,173,192,223],"preference.":[167],"We":[168],"validate":[169,196],"proposed":[171],"two":[174,194],"applications,":[176],"namely":[177],"(i)":[178],"Human-in-the-Loop":[179,184],"Smart":[180,188],"Home":[181],"(ii)":[183],"Virtual":[185],"Reality":[186],"(VR)":[187],"Classroom.":[189],"Results":[190],"obtained":[191],"these":[193],"applications":[195],"generality":[198],"its":[202],"ability":[203],"provide":[205],"trade-off.":[209],"average,":[211],"improves":[213],"utility":[215],"reducing":[218],"average.":[224]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":2}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}