{"id":"https://openalex.org/W4414771147","doi":"https://doi.org/10.1109/tkde.2026.3652139","title":"Fine-Grained Manipulation Attacks to Local Differential Privacy Protocols for Data Streams","display_name":"Fine-Grained Manipulation Attacks to Local Differential Privacy Protocols for Data Streams","publication_year":2026,"publication_date":"2026-01-12","ids":{"openalex":"https://openalex.org/W4414771147","doi":"https://doi.org/10.1109/tkde.2026.3652139"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2026.3652139","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2026.3652139","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Knowledge and Data Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2505.01292","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100406122","display_name":"Xinyu Li","orcid":"https://orcid.org/0000-0003-2563-7529"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyu Li","raw_affiliation_strings":["School of Computer Science and Technology, Xi&#x2019;an Jiaotong University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0009-0000-9151-1882","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xi&#x2019;an Jiaotong University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083582213","display_name":"Xuebin Ren","orcid":"https://orcid.org/0000-0002-6498-0250"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuebin Ren","raw_affiliation_strings":["School of Computer Science and Technology, Xi&#x2019;an Jiaotong University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-6498-0250","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xi&#x2019;an Jiaotong University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067547680","display_name":"Shusen Yang","orcid":"https://orcid.org/0000-0002-4495-6237"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shusen Yang","raw_affiliation_strings":["National Engineering Laboratory for Big Data Analytics (NEL-BDA), Xi&#x2019;an Jiaotong University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-4495-6237","affiliations":[{"raw_affiliation_string":"National Engineering Laboratory for Big Data Analytics (NEL-BDA), Xi&#x2019;an Jiaotong University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103124129","display_name":"Liang Shi","orcid":"https://orcid.org/0000-0001-5660-1655"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Shi","raw_affiliation_strings":["School of Computer Science and Technology, Xi&#x2019;an Jiaotong University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0001-5660-1655","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xi&#x2019;an Jiaotong University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088964025","display_name":"Chia\u2010Mu Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chia-Mu Yu","raw_affiliation_strings":["Department of Information Management and Finance, National Yang Ming Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-1677-2131","affiliations":[{"raw_affiliation_string":"Department of Information Management and Finance, National Yang Ming Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"last","author":{"id":null,"display_name":"Qing Han","orcid":"https://orcid.org/0000-0003-1272-9651"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qing Han","raw_affiliation_strings":["School of Mathematics and Statistics, Xi&#x2019;an Jiaotong University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0003-1272-9651","affiliations":[{"raw_affiliation_string":"School of Mathematics and Statistics, Xi&#x2019;an Jiaotong University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":12.1051,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.95486498,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"38","issue":"3","first_page":"1768","last_page":"1782"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9987000226974487,"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":0.9987000226974487,"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/T10237","display_name":"Cryptography and Data Security","score":0.9983999729156494,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9972000122070312,"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/leverage","display_name":"Leverage (statistics)","score":0.7354999780654907},{"id":"https://openalex.org/keywords/differential-privacy","display_name":"Differential privacy","score":0.6546000242233276},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.5078999996185303},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.40450000762939453},{"id":"https://openalex.org/keywords/attack-model","display_name":"Attack model","score":0.37279999256134033},{"id":"https://openalex.org/keywords/threat-model","display_name":"Threat model","score":0.3416999876499176},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.34130001068115234},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.33500000834465027}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8479999899864197},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.7354999780654907},{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.6546000242233276},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5706999897956848},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.5078999996185303},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.40450000762939453},{"id":"https://openalex.org/C65856478","wikidata":"https://www.wikidata.org/wiki/Q3991682","display_name":"Attack model","level":2,"score":0.37279999256134033},{"id":"https://openalex.org/C140547941","wikidata":"https://www.wikidata.org/wiki/Q7797194","display_name":"Threat model","level":2,"score":0.3416999876499176},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.34130001068115234},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.33500000834465027},{"id":"https://openalex.org/C33884865","wikidata":"https://www.wikidata.org/wiki/Q1254335","display_name":"Cryptographic protocol","level":3,"score":0.32339999079704285},{"id":"https://openalex.org/C2778484313","wikidata":"https://www.wikidata.org/wiki/Q1172540","display_name":"Data stream","level":2,"score":0.3127000033855438},{"id":"https://openalex.org/C33762810","wikidata":"https://www.wikidata.org/wiki/Q461671","display_name":"Data integrity","level":2,"score":0.31189998984336853},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3093999922275543},{"id":"https://openalex.org/C93226319","wikidata":"https://www.wikidata.org/wiki/Q193137","display_name":"Differential (mechanical device)","level":2,"score":0.3019999861717224},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.29429998993873596},{"id":"https://openalex.org/C38369872","wikidata":"https://www.wikidata.org/wiki/Q7445009","display_name":"Security analysis","level":2,"score":0.28060001134872437},{"id":"https://openalex.org/C40305131","wikidata":"https://www.wikidata.org/wiki/Q2616305","display_name":"Obfuscation","level":2,"score":0.27639999985694885},{"id":"https://openalex.org/C133112747","wikidata":"https://www.wikidata.org/wiki/Q7251931","display_name":"Protocol analysis","level":2,"score":0.2554999887943268},{"id":"https://openalex.org/C10511746","wikidata":"https://www.wikidata.org/wiki/Q899388","display_name":"Data security","level":3,"score":0.2522999942302704}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/tkde.2026.3652139","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2026.3652139","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Knowledge and Data Engineering","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2505.01292","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2505.01292","pdf_url":"https://arxiv.org/pdf/2505.01292","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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"},{"id":"pmh:oai:arXiv.org:2505.01292","is_oa":true,"landing_page_url":"https://arxiv.org/abs/2505.01292","pdf_url":"https://arxiv.org/pdf/2505.01292","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2505.01292","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2505.01292","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2505.01292","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2505.01292","pdf_url":"https://arxiv.org/pdf/2505.01292","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2045660238","display_name":"\u7fa4\u667a\u611f\u77e5\u7cfb\u7edf\u4e2d\u9762\u5411\u6570\u636e\u53d1\u5e03\u7684\u672c\u5730\u9690\u79c1\u4fdd\u62a4\u673a\u5236\u7814\u7a76","funder_award_id":"61802298","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6727632337","display_name":"\u4eba\u4e3a\u53c2\u4e0e\u7684\u79fb\u52a8\u7fa4\u667a\u611f\u77e5\u6570\u636e\u83b7\u53d6\u4e0e\u53d1\u5e03\u7684\u5b89\u5168\u4e0e\u9690\u79c1\u4fdd\u62a4\u7814\u7a76","funder_award_id":"61772410","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7108580912","display_name":null,"funder_award_id":"62172329","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W2053801139","https://openalex.org/W2151320232","https://openalex.org/W2245160765","https://openalex.org/W1981029888","https://openalex.org/W3200389235","https://openalex.org/W2963629772","https://openalex.org/W2930558539","https://openalex.org/W2532967691","https://openalex.org/W4306317429","https://openalex.org/W2792345738","https://openalex.org/W2794674331","https://openalex.org/W3030047573","https://openalex.org/W3212115349","https://openalex.org/W3197640018","https://openalex.org/W4225642165","https://openalex.org/W4381621955","https://openalex.org/W4402263681","https://openalex.org/W4393183689","https://openalex.org/W4408749893","https://openalex.org/W3000277907","https://openalex.org/W2950321888","https://openalex.org/W4413360799","https://openalex.org/W2890880325","https://openalex.org/W2059368220","https://openalex.org/W2501165858","https://openalex.org/W2766202013","https://openalex.org/W2068695222","https://openalex.org/W4400222295","https://openalex.org/W2963956318","https://openalex.org/W4411337554","https://openalex.org/W4400909957","https://openalex.org/W4391250906","https://openalex.org/W2296719434","https://openalex.org/W4205228770","https://openalex.org/W2911978475","https://openalex.org/W4285307305","https://openalex.org/W4380551581","https://openalex.org/W3153402319","https://openalex.org/W2009611335","https://openalex.org/W889496518","https://openalex.org/W3126700118","https://openalex.org/W4391620895"],"related_works":[],"abstract_inverted_index":{"Local":[0],"Differential":[1],"Privacy":[2],"(LDP)":[3],"enables":[4],"massive":[5],"data":[6,24,65,111],"collection":[7],"and":[8,29,32,37,157,159,174],"analysis":[9],"while":[10],"protecting":[11],"end":[12],"users'":[13],"privacy":[14],"against":[15],"untrusted":[16],"aggregators.":[17],"It":[18],"has":[19],"been":[20],"applied":[21],"to":[22,62,66,71,107,146],"various":[23],"types":[25],"(e.g.,":[26,35,155],"categorical,":[27],"numerical,":[28],"graph":[30],"data)":[31],"application":[33],"settings":[34],"static":[36,84],"streaming).":[38],"Recent":[39],"findings":[40],"indicate":[41],"that":[42],"LDP":[43,90,108,134,149,160],"protocols":[44,91,109],"can":[45,57,131,144],"be":[46],"easily":[47],"disrupted":[48],"by":[49,101],"poisoning":[50],"or":[51],"manipulation":[52,105],"attacks,":[53],"where":[54],"an":[55],"attacker":[56],"leverage":[58],"injected/corrupted":[59],"fake":[60],"users":[61],"send":[63],"crafted":[64],"the":[67,73,77,87,93,99,115,133],"aggregator":[68],"in":[69,92,118],"order":[70],"manipulate":[72,132],"final":[74],"estimate":[75],"of":[76,89],"aggregator.":[78],"However,":[79],"current":[80],"attacks":[81,106,172],"primarily":[82],"target":[83,139],"protocols,":[85],"neglecting":[86],"security":[88],"streaming":[94,148],"settings.":[95],"Our":[96,141],"research":[97],"fills":[98],"gap":[100],"developing":[102],"novel":[103],"fine-grained":[104],"for":[110,190],"streams.":[112],"By":[113],"reviewing":[114],"attack":[116,125,142],"surfaces":[117],"existing":[119],"algorithms,":[120],"we":[121,184],"introduce":[122],"a":[123,138,186],"unified":[124],"framework":[126,143],"with":[127,151],"composable":[128],"modules,":[129],"which":[130],"estimated":[135],"stream":[136],"toward":[137],"stream.":[140],"adapt":[145],"state-of-the-art":[147],"algorithms":[150],"different":[152],"analytic":[153],"tasks":[154],"frequency":[156],"mean)":[158],"models":[161],"(event-level,":[162],"user-level,":[163],"<inline-formula":[164],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[165],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><tex-math":[166],"notation=\"LaTeX\">$w$</tex-math></inline-formula>-event":[167],"level).":[168],"We":[169],"verify":[170],"our":[171,192],"theoretically":[173],"validate":[175],"them":[176],"through":[177],"extensive":[178],"experiments":[179],"on":[180],"real-world":[181],"datasets.":[182],"Finally,":[183],"explore":[185],"possible":[187],"defense":[188],"mechanism":[189],"mitigating":[191],"attacks.":[193]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-03T06:15:21.484131","created_date":"2025-10-03T00:00:00"}