{"id":"https://openalex.org/W7160944958","doi":"https://doi.org/10.48550/arxiv.2605.09350","title":"CHAINTRIX: A multi-pipeline LLM-augmented framework for automated smart-contract security auditing","display_name":"CHAINTRIX: A multi-pipeline LLM-augmented framework for automated smart-contract security auditing","publication_year":2026,"publication_date":"2026-05-10","ids":{"openalex":"https://openalex.org/W7160944958","doi":"https://doi.org/10.48550/arxiv.2605.09350"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.09350","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.09350","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.2605.09350","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5135984842","display_name":"Gabriela Dobrita","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dobrita, Gabriela","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135924557","display_name":"Simona-Vasilica Oprea","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Oprea, Simona-Vasilica","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5135991664","display_name":"Adela Bara","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bara, Adela","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":[],"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.5356000065803528,"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"}},"topics":[{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.5356000065803528,"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/T11424","display_name":"Security and Verification in Computing","score":0.17299999296665192,"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/T12479","display_name":"Web Application Security Vulnerabilities","score":0.06419999897480011,"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/audit","display_name":"Audit","score":0.6722000241279602},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5238000154495239},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.4699999988079071},{"id":"https://openalex.org/keywords/commit","display_name":"Commit","score":0.46639999747276306},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.4223000109195709},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.374099999666214},{"id":"https://openalex.org/keywords/fuzz-testing","display_name":"Fuzz testing","score":0.3605000078678131},{"id":"https://openalex.org/keywords/solidity","display_name":"Solidity","score":0.3571000099182129},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.350600004196167}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7184000015258789},{"id":"https://openalex.org/C199521495","wikidata":"https://www.wikidata.org/wiki/Q181487","display_name":"Audit","level":2,"score":0.6722000241279602},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5238000154495239},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.4699999988079071},{"id":"https://openalex.org/C153180980","wikidata":"https://www.wikidata.org/wiki/Q19776675","display_name":"Commit","level":2,"score":0.46639999747276306},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.4223000109195709},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.374099999666214},{"id":"https://openalex.org/C111065885","wikidata":"https://www.wikidata.org/wiki/Q1189053","display_name":"Fuzz testing","level":3,"score":0.3605000078678131},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35740000009536743},{"id":"https://openalex.org/C2778362873","wikidata":"https://www.wikidata.org/wiki/Q24909565","display_name":"Solidity","level":2,"score":0.3571000099182129},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.350600004196167},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3418000042438507},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.33709999918937683},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3098999857902527},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.30149999260902405},{"id":"https://openalex.org/C80958533","wikidata":"https://www.wikidata.org/wiki/Q1047174","display_name":"Audit trail","level":3,"score":0.28600001335144043},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.28189998865127563},{"id":"https://openalex.org/C35651441","wikidata":"https://www.wikidata.org/wiki/Q625303","display_name":"Independence (probability theory)","level":2,"score":0.28049999475479126},{"id":"https://openalex.org/C136643341","wikidata":"https://www.wikidata.org/wiki/Q1361526","display_name":"Reachability","level":2,"score":0.27079999446868896},{"id":"https://openalex.org/C186644900","wikidata":"https://www.wikidata.org/wiki/Q194152","display_name":"Parsing","level":2,"score":0.2639999985694885},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.26260000467300415},{"id":"https://openalex.org/C124304363","wikidata":"https://www.wikidata.org/wiki/Q673661","display_name":"Abstraction","level":2,"score":0.26109999418258667},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.2599000036716461},{"id":"https://openalex.org/C153876917","wikidata":"https://www.wikidata.org/wiki/Q899704","display_name":"Traceability","level":2,"score":0.25859999656677246},{"id":"https://openalex.org/C2780522230","wikidata":"https://www.wikidata.org/wiki/Q1140419","display_name":"Ambiguity","level":2,"score":0.2531000077724457},{"id":"https://openalex.org/C2781198186","wikidata":"https://www.wikidata.org/wiki/Q701521","display_name":"Collusion","level":2,"score":0.2515999972820282},{"id":"https://openalex.org/C2780767217","wikidata":"https://www.wikidata.org/wiki/Q5532421","display_name":"Generality","level":2,"score":0.25130000710487366}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.09350","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.09350","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.2605.09350","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.09350","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":[{"id":"https://metadata.un.org/sdg/16","score":0.4746566414833069,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Smart-contract":[0],"exploits":[1],"have":[2,18],"caused":[3],"billions":[4],"of":[5,96,114,178],"USD":[6],"in":[7,131],"cumulative":[8],"losses,":[9],"yet":[10],"audits":[11,186],"remain":[12],"expensive":[13],"and":[14,101,119,159],"slow.":[15],"Automated":[16],"tools":[17],"emerged":[19],"to":[20],"close":[21],"this":[22],"gap,":[23],"but":[24],"each":[25],"class":[26],"has":[27],"a":[28,77,84,93,132],"characteristic":[29],"failure":[30],"mode.":[31],"Static":[32],"analyzers":[33],"report":[34],"findings":[35,50,153],"that":[36,51,69,89,137],"frequently":[37],"fail":[38],"manual":[39],"triage":[40],"at":[41],"high":[42],"rates,":[43],"while":[44],"large":[45],"language":[46],"models":[47],"(LLMs)":[48],"hallucinate":[49],"contradict":[52],"the":[53,108,120,146,167,196],"source":[54],"code.":[55],"Thus,":[56],"we":[57],"propose":[58],"Chaintrix,":[59],"an":[60],"end-to-end":[61],"auditing":[62],"framework":[63],"whose":[64],"central":[65],"architectural":[66],"commitment":[67],"is":[68],"every":[70],"LLM-generated":[71],"claim":[72],"must":[73],"be":[74],"discharged":[75],"against":[76,110,142],"deterministic":[78,116,139],"structural":[79,140],"contract":[80],"representation.":[81],"We":[82,162],"introduce":[83],"Cross-Contract":[85],"Interaction":[86],"Model":[87],"(CCIM)":[88],"parses":[90],"Solidity":[91],"into":[92],"structured":[94],"map":[95],"function-level":[97],"reads,":[98],"writes,":[99],"modifiers":[100],"resolved":[102],"cross-contract":[103],"calls.":[104],"CCIM":[105],"serves":[106],"as":[107],"substrate":[109],"which":[111],"all":[112],"12":[113],"Chaintrix's":[115],"signal":[117],"engines":[118],"parallel":[121],"LLM":[122],"audit":[123],"pipelines":[124],"operate.":[125],"A":[126],"staged":[127],"false-positive-reduction":[128],"pipeline,":[129],"terminating":[130],"Structural":[133],"Verdict":[134],"Engine":[135],"(SVE)":[136],"applies":[138],"checks":[141],"parsed":[143],"code,":[144],"filters":[145],"merged":[147],"finding":[148],"set,":[149],"with":[150,184],"selected":[151],"high-confidence":[152],"further":[154],"validated":[155],"through":[156],"symbolic":[157],"execution":[158],"fuzz":[160],"testing.":[161],"evaluate":[163],"Chaintrix":[164,175,191],"on":[165],"EVMbench,":[166],"smart-contract":[168],"security":[169],"benchmark":[170],"by":[171],"OpenAI,":[172],"Paradigm,":[173],"OtterSec.":[174],"detects":[176],"86":[177],"120":[179],"high-severity":[180],"vulnerabilities":[181],"(71.7%":[182],"recall),":[183],"25":[185],"scoring":[187],"100%":[188],"recall,":[189],"placing":[190],"26":[192],"percentage":[193],"points":[194],"above":[195],"strongest":[197],"frontier-model":[198],"baseline.":[199]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-05-13T00:00:00"}
