{"id":"https://openalex.org/W7134929680","doi":"https://doi.org/10.1109/comsnets67989.2026.11418302","title":"DP-EMAR: A Differentially Private Framework for Autonomous Model Weight Repair in Federated IoT Systems","display_name":"DP-EMAR: A Differentially Private Framework for Autonomous Model Weight Repair in Federated IoT Systems","publication_year":2026,"publication_date":"2026-01-06","ids":{"openalex":"https://openalex.org/W7134929680","doi":"https://doi.org/10.1109/comsnets67989.2026.11418302"},"language":null,"primary_location":{"id":"doi:10.1109/comsnets67989.2026.11418302","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comsnets67989.2026.11418302","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 18th International Conference on COMmunication Systems and NETworks (COMSNETS)","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/A5128730391","display_name":"Chethana Prasad Kabgere","orcid":null},"institutions":[{"id":"https://openalex.org/I196608512","display_name":"PES University","ror":"https://ror.org/05m169e78","country_code":"IN","type":"education","lineage":["https://openalex.org/I196608512"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Chethana Prasad Kabgere","raw_affiliation_strings":["PES University,Dept. of CSE,Bangalore,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PES University,Dept. of CSE,Bangalore,India","institution_ids":["https://openalex.org/I196608512"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5128789490","display_name":"Shylaja SS","orcid":null},"institutions":[{"id":"https://openalex.org/I196608512","display_name":"PES University","ror":"https://ror.org/05m169e78","country_code":"IN","type":"education","lineage":["https://openalex.org/I196608512"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shylaja SS","raw_affiliation_strings":["PES University,Dept. of CSE,Bangalore,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PES University,Dept. of CSE,Bangalore,India","institution_ids":["https://openalex.org/I196608512"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.30485566,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"947","last_page":"952"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10927","display_name":"Access Control and Trust","score":0.13670000433921814,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10927","display_name":"Access Control and Trust","score":0.13670000433921814,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.09160000085830688,"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"}},{"id":"https://openalex.org/T10917","display_name":"Smart Grid Security and Resilience","score":0.047200001776218414,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4284999966621399},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.4219000041484833},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.32910001277923584},{"id":"https://openalex.org/keywords/interoperability","display_name":"Interoperability","score":0.2612000107765198},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.2492000013589859}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6152999997138977},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4284999966621399},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.4219000041484833},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3402000069618225},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.32910001277923584},{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.2612000107765198},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.2492000013589859},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.241799995303154},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.23980000615119934},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.23720000684261322}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/comsnets67989.2026.11418302","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comsnets67989.2026.11418302","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 18th International Conference on COMmunication Systems and NETworks (COMSNETS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5452360510826111,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2105103777","https://openalex.org/W2472333518","https://openalex.org/W2473418344","https://openalex.org/W2611328865","https://openalex.org/W2767079719","https://openalex.org/W3015636663","https://openalex.org/W3045638580","https://openalex.org/W4206320562"],"related_works":[],"abstract_inverted_index":{"Federated":[0,24,133],"Learning":[1],"(FL)":[2],"enables":[3],"decentralized":[4],"model":[5],"training":[6],"without":[7,76],"sharing":[8],"raw":[9],"data,":[10],"but":[11],"model-weight":[12],"distortion":[13],"remains":[14],"a":[15,43],"major":[16],"challenge":[17],"in":[18,131],"resource-constrained":[19],"IoT":[20,25,100,134],"networks.":[21],"In":[22],"multi-tier":[23],"(Fed-IoT)":[26],"systems,":[27],"unstable":[28],"connectivity":[29],"and":[30,52,63,102,111,129],"adversarial":[31],"interference":[32],"can":[33],"silently":[34],"alter":[35],"transmitted":[36],"parameters,":[37],"degrading":[38],"convergence.":[39],"We":[40],"propose":[41],"DPEMAR,":[42],"differentially":[44],"private,":[45],"error-model-based":[46],"autonomous":[47],"repair":[48,75],"framework":[49,89,124],"that":[50,106],"detects":[51],"reconstructs":[53],"transmission-induced":[54],"distortions":[55],"during":[56],"FL":[57],"aggregation.":[58],"DP-EMAR":[59,107],"estimates":[60],"corruption":[61,117],"patterns":[62],"applies":[64],"adaptive":[65],"correction":[66],"before":[67],"privacy":[68],"noise":[69,92],"is":[70],"added,":[71],"enabling":[72],"reliable":[73],"in-network":[74],"violating":[77],"confidentiality.":[78],"By":[79],"integrating":[80],"Differential":[81],"Privacy":[82],"(DP)":[83],"with":[84],"Secure":[85],"Aggregation":[86],"(SA),":[87],"the":[88],"distinguishes":[90],"DP":[91],"from":[93],"genuine":[94],"transmission":[95],"errors.":[96],"Experiments":[97],"on":[98],"heterogeneous":[99],"sensor":[101],"graph":[103],"datasets":[104],"show":[105],"preserves":[108],"convergence":[109],"stability":[110],"maintains":[112],"near-baseline":[113],"performance":[114],"under":[115],"communication":[116,127],"while":[118],"ensuring":[119],"strict":[120],"(\u03b5,\u03b4)-DP":[121],"guarantees.":[122],"The":[123],"enhances":[125],"robustness,":[126],"efficiency,":[128],"trust":[130],"privacy-preserving":[132],"learning.":[135]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-03-12T00:00:00"}
