{"id":"https://openalex.org/W7110021442","doi":"https://doi.org/10.1109/saner-c66551.2025.00027","title":"Large Language Models for Synthetic Dataset Generation: A Case Study on Ethereum Smart Contract DoS Vulnerabilities","display_name":"Large Language Models for Synthetic Dataset Generation: A Case Study on Ethereum Smart Contract DoS Vulnerabilities","publication_year":2025,"publication_date":"2025-03-04","ids":{"openalex":"https://openalex.org/W7110021442","doi":"https://doi.org/10.1109/saner-c66551.2025.00027"},"language":null,"primary_location":{"id":"doi:10.1109/saner-c66551.2025.00027","is_oa":false,"landing_page_url":"https://doi.org/10.1109/saner-c66551.2025.00027","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Software Analysis, Evolution and Reengineering - Companion (SANER-C)","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":null,"display_name":"Giacomo Ibba","orcid":null},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Giacomo Ibba","raw_affiliation_strings":["University of Cagliari,Italy"],"affiliations":[{"raw_affiliation_string":"University of Cagliari,Italy","institution_ids":["https://openalex.org/I172446870"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Gavina Baralla","orcid":null},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gavina Baralla","raw_affiliation_strings":["University of Cagliari,Italy"],"affiliations":[{"raw_affiliation_string":"University of Cagliari,Italy","institution_ids":["https://openalex.org/I172446870"]}]},{"author_position":"last","author":{"id":null,"display_name":"Giuseppe Destefanis","orcid":null},"institutions":[{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Giuseppe Destefanis","raw_affiliation_strings":["Brunel University London,UK"],"affiliations":[{"raw_affiliation_string":"Brunel University London,UK","institution_ids":["https://openalex.org/I59433898"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I172446870"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.71593779,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"136","last_page":"139"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10270","display_name":"Blockchain Technology Applications and Security","score":0.4652000069618225,"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"}},"topics":[{"id":"https://openalex.org/T10270","display_name":"Blockchain Technology Applications and Security","score":0.4652000069618225,"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"}},{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.043299999088048935,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.02590000070631504,"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/anomaly-detection","display_name":"Anomaly detection","score":0.4819999933242798},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4311999976634979},{"id":"https://openalex.org/keywords/denial-of-service-attack","display_name":"Denial-of-service attack","score":0.4142000079154968},{"id":"https://openalex.org/keywords/smart-contract","display_name":"Smart contract","score":0.4124999940395355},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.36800000071525574},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.34630000591278076},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.33869999647140503}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7235000133514404},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5422000288963318},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.4819999933242798},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4311999976634979},{"id":"https://openalex.org/C38822068","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Denial-of-service attack","level":3,"score":0.4142000079154968},{"id":"https://openalex.org/C2779950589","wikidata":"https://www.wikidata.org/wiki/Q7544035","display_name":"Smart contract","level":3,"score":0.4124999940395355},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.36800000071525574},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.34630000591278076},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.33869999647140503},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.3337000012397766},{"id":"https://openalex.org/C121822524","wikidata":"https://www.wikidata.org/wiki/Q5157582","display_name":"Computer security model","level":2,"score":0.30709999799728394},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.2874000072479248},{"id":"https://openalex.org/C76178495","wikidata":"https://www.wikidata.org/wiki/Q4808784","display_name":"Asset (computer security)","level":2,"score":0.2793999910354614},{"id":"https://openalex.org/C124304363","wikidata":"https://www.wikidata.org/wiki/Q673661","display_name":"Abstraction","level":2,"score":0.27239999175071716},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2637999951839447},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.25769999623298645},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2535000145435333}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/saner-c66551.2025.00027","is_oa":false,"landing_page_url":"https://doi.org/10.1109/saner-c66551.2025.00027","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Software Analysis, Evolution and Reengineering - Companion (SANER-C)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5333253741264343,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2598139937","https://openalex.org/W2891724828","https://openalex.org/W2970809537","https://openalex.org/W2982275082","https://openalex.org/W3087344973","https://openalex.org/W3121385022","https://openalex.org/W3180630398","https://openalex.org/W4286530557","https://openalex.org/W4390813110","https://openalex.org/W4401361663","https://openalex.org/W4402671823","https://openalex.org/W4402684073","https://openalex.org/W4403226257","https://openalex.org/W4403510295"],"related_works":[],"abstract_inverted_index":{"The":[0,48],"use":[1],"of":[2,38,51,80,106,132],"Ethereum":[3,107],"smart":[4,108],"contracts":[5,109],"has":[6],"significantly":[7],"influenced":[8],"sectors":[9],"that":[10,53],"depend":[11],"on":[12],"decentralized":[13],"control":[14],"and":[15,23,70,99,134],"automated":[16],"financial":[17],"transactions.":[18],"However,":[19],"ensuring":[20],"their":[21],"security":[22,62],"reliable":[24],"execution":[25],"remains":[26],"a":[27,45,78,89],"complex":[28],"task.":[29],"Among":[30],"the":[31,36,130],"most":[32],"serious":[33],"challenges":[34],"is":[35],"Denial":[37],"Service":[39],"(DoS)":[40],"attack,":[41],"which":[42],"can":[43,124],"make":[44],"contract":[46],"nonfunctional.":[47],"broad":[49],"range":[50],"vulnerabilities":[52],"enable":[54],"these":[55,122],"attacks":[56],"complicates":[57],"prevention":[58],"efforts.":[59],"While":[60],"dynamic":[61],"tools":[63],"exist,":[64],"they":[65],"require":[66],"substantial":[67],"computational":[68],"resources,":[69],"machine":[71],"learning-based":[72],"approaches":[73],"face":[74],"limitations":[75],"due":[76],"to":[77,102,111],"lack":[79],"training":[81],"data.":[82],"To":[83],"address":[84],"this":[85],"issue,":[86],"we":[87],"propose":[88],"methodology":[90],"using":[91],"Large":[92],"Language":[93],"Models":[94],"(LLMs),":[95],"specifically":[96],"Antropic\u2019s":[97],"Claude":[98],"OpenAI\u2019s":[100],"GPT-4,":[101],"generate":[103],"synthetic":[104,127],"examples":[105],"exposed":[110],"DoS":[112],"attacks.":[113],"Our":[114],"results":[115],"show":[116],"that,":[117],"with":[118],"properly":[119],"designed":[120],"prompts,":[121],"models":[123],"produce":[125],"high-quality":[126],"examples,":[128],"enabling":[129],"development":[131],"classification":[133],"anomaly":[135],"detection":[136],"models.":[137]},"counts_by_year":[],"updated_date":"2025-12-10T02:45:41.426853","created_date":"2025-12-08T00:00:00"}
