{"id":"https://openalex.org/W7148609474","doi":"https://doi.org/10.48550/arxiv.2604.00458","title":"LDMDroid: Leveraging LLMs for Detecting Data Manipulation Errors in Android Apps","display_name":"LDMDroid: Leveraging LLMs for Detecting Data Manipulation Errors in Android Apps","publication_year":2026,"publication_date":"2026-04-01","ids":{"openalex":"https://openalex.org/W7148609474","doi":"https://doi.org/10.48550/arxiv.2604.00458"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.00458","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.00458","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":false,"raw_source_name":null,"raw_type":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2604.00458","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5132797095","display_name":"Xiangyang Xiao","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Xiao, Xiangyang","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071693029","display_name":"Huaxun Huang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huang, Huaxun","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5132808106","display_name":"Rongxin Wu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wu, Rongxin","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5132797095"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9229000210762024,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9229000210762024,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.03720000013709068,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10260","display_name":"Software Engineering Research","score":0.007199999876320362,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/android","display_name":"Android (operating system)","score":0.7656000256538391},{"id":"https://openalex.org/keywords/correctness","display_name":"Correctness","score":0.7361000180244446},{"id":"https://openalex.org/keywords/data-manipulation-language","display_name":"Data manipulation language","score":0.3499000072479248},{"id":"https://openalex.org/keywords/mobile-apps","display_name":"Mobile apps","score":0.3312000036239624},{"id":"https://openalex.org/keywords/android-app","display_name":"Android app","score":0.3246999979019165},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.3151000142097473}],"concepts":[{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.7656000256538391},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7598999738693237},{"id":"https://openalex.org/C55439883","wikidata":"https://www.wikidata.org/wiki/Q360812","display_name":"Correctness","level":2,"score":0.7361000180244446},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.45410001277923584},{"id":"https://openalex.org/C56288433","wikidata":"https://www.wikidata.org/wiki/Q58673","display_name":"Data manipulation language","level":2,"score":0.3499000072479248},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3337000012397766},{"id":"https://openalex.org/C2988145974","wikidata":"https://www.wikidata.org/wiki/Q620615","display_name":"Mobile apps","level":2,"score":0.3312000036239624},{"id":"https://openalex.org/C2988045736","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android app","level":3,"score":0.3246999979019165},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.3151000142097473},{"id":"https://openalex.org/C3017891749","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android application","level":3,"score":0.31290000677108765},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.30649998784065247},{"id":"https://openalex.org/C154690210","wikidata":"https://www.wikidata.org/wiki/Q1668499","display_name":"Rewriting","level":2,"score":0.2989000082015991},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.29490000009536743},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.289900004863739},{"id":"https://openalex.org/C168065819","wikidata":"https://www.wikidata.org/wiki/Q845566","display_name":"Debugging","level":2,"score":0.2881999909877777},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.26649999618530273},{"id":"https://openalex.org/C3020493868","wikidata":"https://www.wikidata.org/wiki/Q55631277","display_name":"Real world data","level":2,"score":0.26460000872612}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.00458","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.00458","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":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2604.00458","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.00458","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":false,"raw_source_name":null,"raw_type":"article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Android":[0,94,134],"apps":[1],"rely":[2],"heavily":[3],"on":[4,34,63,131],"Data":[5,24],"Manipulation":[6,25],"Functionalities":[7],"(DMFs)":[8],"for":[9,20,57,82,93,108],"handling":[10],"app-specific":[11],"data":[12,122],"through":[13,104],"CRUDS":[14],"operations,":[15],"making":[16],"their":[17,32],"correctness":[18],"vital":[19],"reliability.":[21],"However,":[22],"detecting":[23],"Errors":[26],"(DMEs)":[27],"is":[28,160],"challenging":[29],"due":[30],"to":[31,118,143],"dependence":[33],"specific":[35],"UI":[36,46,54,90,110],"interaction":[37],"sequences":[38],"and":[39,61,155],"manifestation":[40],"as":[41],"logic":[42],"bugs.":[43],"Existing":[44],"automated":[45,75,89],"testing":[47,91],"tools":[48],"face":[49],"two":[50],"primary":[51],"challenges:":[52],"insufficient":[53],"path":[55],"coverage":[56],"adequate":[58],"DMF":[59,98,138],"triggering":[60,99,139],"reliance":[62],"manually":[64],"written":[65],"test":[66],"scripts.":[67],"To":[68],"address":[69],"these":[70],"issues,":[71],"we":[72],"propose":[73],"an":[74,88],"approach":[76],"using":[77],"Large":[78],"Language":[79],"Models":[80],"(LLMs)":[81],"DME":[83,125],"detection.":[84],"We":[85,128],"developed":[86],"LDMDroid,":[87],"framework":[92],"apps.":[95],"LDMDroid":[96,130,145],"enhances":[97],"success":[100,140],"by":[101,153],"guiding":[102],"LLMs":[103],"a":[105],"state-aware":[106],"process":[107],"generating":[109],"event":[111],"sequences.":[112],"It":[113],"also":[114],"uses":[115],"visual":[116],"features":[117],"identify":[119],"changes":[120],"in":[121],"states,":[123],"improving":[124],"verification":[126],"accuracy.":[127],"evaluated":[129],"24":[132],"real-world":[133],"apps,":[135],"demonstrating":[136],"improved":[137],"rates":[141],"compared":[142],"baselines.":[144],"discovered":[146],"17":[147],"unique":[148],"bugs,":[149],"with":[150],"14":[151],"confirmed":[152],"developers":[154],"11":[156],"fixed.":[157],"The":[158],"tool":[159],"publicly":[161],"available":[162],"at":[163],"https://github.com/runnnnnner200/LDMDroid.":[164]},"counts_by_year":[],"updated_date":"2026-04-03T16:44:17.987007","created_date":"2026-04-03T00:00:00"}