{"id":"https://openalex.org/W4310902909","doi":"https://doi.org/10.1109/itw54588.2022.9965919","title":"A Machine Learning Framework for Privacy-Aware Distributed Functional Compression over AWGN Channels","display_name":"A Machine Learning Framework for Privacy-Aware Distributed Functional Compression over AWGN Channels","publication_year":2022,"publication_date":"2022-11-01","ids":{"openalex":"https://openalex.org/W4310902909","doi":"https://doi.org/10.1109/itw54588.2022.9965919"},"language":"en","primary_location":{"id":"doi:10.1109/itw54588.2022.9965919","is_oa":false,"landing_page_url":"https://doi.org/10.1109/itw54588.2022.9965919","pdf_url":null,"source":{"id":"https://openalex.org/S4363606450","display_name":"2022 IEEE Information Theory Workshop (ITW)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE Information Theory Workshop (ITW)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040083798","display_name":"Yashas Malur Saidutta","orcid":"https://orcid.org/0000-0002-8487-0219"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yashas Malur Saidutta","raw_affiliation_strings":["Georgia Institute of Technology,Dept. of Electrical and Computer Engineering,Atlanta,Georgia,USA","Dept. of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA"],"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology,Dept. of Electrical and Computer Engineering,Atlanta,Georgia,USA","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"Dept. of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083854532","display_name":"Faramarz Fekri","orcid":"https://orcid.org/0000-0001-5008-8803"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Faramarz Fekri","raw_affiliation_strings":["Georgia Institute of Technology,Dept. of Electrical and Computer Engineering,Atlanta,Georgia,USA","Dept. of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA"],"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology,Dept. of Electrical and Computer Engineering,Atlanta,Georgia,USA","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"Dept. of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005771765","display_name":"Afshin Abdi","orcid":"https://orcid.org/0000-0002-2038-4772"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Afshin Abdi","raw_affiliation_strings":["Georgia Institute of Technology,Dept. of Electrical and Computer Engineering,Atlanta,Georgia,USA","Dept. of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA"],"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology,Dept. of Electrical and Computer Engineering,Atlanta,Georgia,USA","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"Dept. of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I130701444"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5040083798"],"corresponding_institution_ids":["https://openalex.org/I130701444"],"apc_list":null,"apc_paid":null,"fwci":0.2094,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.43536333,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"380","last_page":"385"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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/T10964","display_name":"Wireless Communication Security Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10237","display_name":"Cryptography and Data Security","score":0.9988999962806702,"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":0.8409457206726074},{"id":"https://openalex.org/keywords/router","display_name":"Router","score":0.5864349603652954},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.5645170211791992},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5499463081359863},{"id":"https://openalex.org/keywords/upper-and-lower-bounds","display_name":"Upper and lower bounds","score":0.513529360294342},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5114771127700806},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5109524130821228},{"id":"https://openalex.org/keywords/mutual-information","display_name":"Mutual information","score":0.47768813371658325},{"id":"https://openalex.org/keywords/information-sensitivity","display_name":"Information sensitivity","score":0.430697500705719},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.4256504774093628},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4035792648792267},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3684072494506836},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3581486940383911},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3534127473831177},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3332866132259369},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2808634638786316}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8409457206726074},{"id":"https://openalex.org/C2775896111","wikidata":"https://www.wikidata.org/wiki/Q642560","display_name":"Router","level":2,"score":0.5864349603652954},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.5645170211791992},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5499463081359863},{"id":"https://openalex.org/C77553402","wikidata":"https://www.wikidata.org/wiki/Q13222579","display_name":"Upper and lower bounds","level":2,"score":0.513529360294342},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5114771127700806},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5109524130821228},{"id":"https://openalex.org/C152139883","wikidata":"https://www.wikidata.org/wiki/Q252973","display_name":"Mutual information","level":2,"score":0.47768813371658325},{"id":"https://openalex.org/C137822555","wikidata":"https://www.wikidata.org/wiki/Q2587068","display_name":"Information sensitivity","level":2,"score":0.430697500705719},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.4256504774093628},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4035792648792267},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3684072494506836},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3581486940383911},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3534127473831177},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3332866132259369},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2808634638786316},{"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/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/itw54588.2022.9965919","is_oa":false,"landing_page_url":"https://doi.org/10.1109/itw54588.2022.9965919","pdf_url":null,"source":{"id":"https://openalex.org/S4363606450","display_name":"2022 IEEE Information Theory Workshop (ITW)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE Information Theory Workshop (ITW)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1559060276","https://openalex.org/W1686946872","https://openalex.org/W2026875645","https://openalex.org/W2162670686","https://openalex.org/W2210387432","https://openalex.org/W2899477140","https://openalex.org/W2920470092","https://openalex.org/W2963412800","https://openalex.org/W2963535017","https://openalex.org/W2963634943","https://openalex.org/W2963963190","https://openalex.org/W2998503299","https://openalex.org/W3009196798","https://openalex.org/W3133771317","https://openalex.org/W3144625241","https://openalex.org/W3158150431","https://openalex.org/W3168695803","https://openalex.org/W3168945477","https://openalex.org/W3173431639","https://openalex.org/W3182521736","https://openalex.org/W3196756627","https://openalex.org/W3197334872","https://openalex.org/W4221139595","https://openalex.org/W4289490880","https://openalex.org/W4297779784","https://openalex.org/W6631190155","https://openalex.org/W6633301734","https://openalex.org/W6637108112","https://openalex.org/W6684072790","https://openalex.org/W6754215057","https://openalex.org/W6755490972","https://openalex.org/W6768234139","https://openalex.org/W6792861704","https://openalex.org/W6794033477","https://openalex.org/W6798638666","https://openalex.org/W6810663516"],"related_works":["https://openalex.org/W2122026593","https://openalex.org/W2466816617","https://openalex.org/W2160478240","https://openalex.org/W4302773852","https://openalex.org/W2083944649","https://openalex.org/W4309503015","https://openalex.org/W2596305496","https://openalex.org/W1548444773","https://openalex.org/W2577220285","https://openalex.org/W58529046"],"abstract_inverted_index":{"In":[0],"many":[1],"diverse":[2],"fields,":[3],"distributed":[4,48,135],"IoT":[5],"devices":[6,137],"perform":[7],"collaborative":[8],"inference":[9],"by":[10,142],"communicating":[11],"with":[12,111],"an":[13,117,152],"edge":[14,136],"router.":[15,29],"Often":[16],"sensory":[17,106],"data":[18,71],"contains":[19],"sensitive":[20,68,98,158],"attributes":[21,69,99],"that":[22,63,156,167],"should":[23],"not":[24],"be":[25],"revealed":[26],"to":[27,35,60,78,96,121,131,150],"the":[28,36,41,101,105,112,123,168],"To":[30],"address":[31],"this,":[32],"we":[33,64,88,115,127],"develop,":[34],"best":[37],"of":[38,57,70,104],"our":[39,58,172],"knowledge,":[40],"first":[42,89],"privacy-aware":[43,154],"machine":[44],"learning":[45],"framework":[46],"for":[47],"functional":[49],"compression":[50],"over":[51],"AWGN":[52],"channels.":[53],"The":[54],"key":[55],"feature":[56],"approach":[59],"privacy":[61,86,141],"is":[62,175],"focus":[65],"only":[66],"on":[67],"rather":[72],"than":[73,178],"paying":[74],"a":[75,82,91],"high":[76],"cost":[77],"protect":[79,97],"everything.":[80],"Employing":[81],"mutual":[83],"information":[84,159],"based":[85],"constraint,":[87],"propose":[90,116,128,151],"novel":[92,129],"approximate":[93],"upper":[94,113],"bound":[95,120],"in":[100,109],"compressed":[102],"representations":[103],"data.":[107],"Next,":[108],"conjunction":[110],"bound,":[114],"adversarial":[118],"lower":[119],"enhance":[122],"protection":[124],"further.":[125],"Thirdly,":[126],"decompositions":[130],"these":[132],"bounds":[133],"such":[134],"can":[138],"ensure":[139],"overall":[140],"independently":[143],"privatizing":[144],"their":[145],"components.":[146],"This":[147],"allows":[148],"us":[149],"enhanced":[153],"algorithm":[155],"protects":[157],"during":[160],"training":[161],"and":[162],"inference.":[163],"Our":[164],"experiments":[165],"show":[166],"privacy-utility":[169],"trade-off":[170],"from":[171],"proposed":[173],"methods":[174],"significantly":[176],"better":[177],"existing":[179],"mechanisms.":[180]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
