{"id":"https://openalex.org/W4411019969","doi":"https://doi.org/10.1145/3726854.3727305","title":"Phishing Tactics Are Evolving: An Empirical Study of Phishing Contracts on Ethereum","display_name":"Phishing Tactics Are Evolving: An Empirical Study of Phishing Contracts on Ethereum","publication_year":2025,"publication_date":"2025-06-04","ids":{"openalex":"https://openalex.org/W4411019969","doi":"https://doi.org/10.1145/3726854.3727305"},"language":"en","primary_location":{"id":"doi:10.1145/3726854.3727305","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3726854.3727305","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Abstracts of the 2025 ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems","raw_type":"proceedings-article"},"type":"conference-paper","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/A5056895272","display_name":"Bowen He","orcid":"https://orcid.org/0000-0001-7794-2520"},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["AE","CN"],"is_corresponding":false,"raw_author_name":"Bowen He","raw_affiliation_strings":["Zhejiang University, Hangzhou, China and Mohamed bin Zayed University of Artificial Intelligence, Abu Dahbi, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0001-7794-2520","affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China and Mohamed bin Zayed University of Artificial Intelligence, Abu Dahbi, United Arab Emirates","institution_ids":["https://openalex.org/I4210113480","https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086743317","display_name":"Xiaohui Hu","orcid":"https://orcid.org/0000-0002-1485-2832"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohui Hu","raw_affiliation_strings":["Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-1485-2832","affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010840746","display_name":"Yufeng Hu","orcid":"https://orcid.org/0009-0009-5132-3284"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yufeng Hu","raw_affiliation_strings":["Zhejiang University, Hangzhou, China and BlockSec, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0009-5132-3284","affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China and BlockSec, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101948685","display_name":"Ting Yu","orcid":"https://orcid.org/0000-0002-7054-5773"},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ting Yu","raw_affiliation_strings":["Mohamed bin Zayed University of Artificial Intelligence, Abu Dahbi, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0002-7054-5773","affiliations":[{"raw_affiliation_string":"Mohamed bin Zayed University of Artificial Intelligence, Abu Dahbi, United Arab Emirates","institution_ids":["https://openalex.org/I4210113480"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044721876","display_name":"Rui Chang","orcid":"https://orcid.org/0000-0002-0178-0171"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Chang","raw_affiliation_strings":["Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-0178-0171","affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065178474","display_name":"Lei Wu","orcid":"https://orcid.org/0000-0003-1675-5283"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Wu","raw_affiliation_strings":["Zhejiang University, Hangzhou, China and BlockSec, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-1675-5283","affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China and BlockSec, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088790914","display_name":"Yajin Zhou","orcid":"https://orcid.org/0000-0001-7610-4736"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yajin Zhou","raw_affiliation_strings":["Zhejiang University, Hangzhou, China and BlockSec, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-7610-4736","affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China and BlockSec, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"186","last_page":"188"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":0.994700014591217,"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/T11644","display_name":"Spam and Phishing Detection","score":0.994700014591217,"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/T11995","display_name":"FinTech, Crowdfunding, Digital Finance","score":0.9215999841690063,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9067999720573425,"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/phishing","display_name":"Phishing","score":0.955119788646698},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5815878510475159},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5522777438163757},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.5013389587402344},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.4529884159564972},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2578413784503937},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.17948812246322632},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.04963234066963196},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.04539099335670471}],"concepts":[{"id":"https://openalex.org/C83860907","wikidata":"https://www.wikidata.org/wiki/Q135005","display_name":"Phishing","level":3,"score":0.955119788646698},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5815878510475159},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5522777438163757},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.5013389587402344},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.4529884159564972},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2578413784503937},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.17948812246322632},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.04963234066963196},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.04539099335670471}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3726854.3727305","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3726854.3727305","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Abstracts of the 2025 ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":1,"referenced_works":["https://openalex.org/W4388857373"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2149202530","https://openalex.org/W2807822918","https://openalex.org/W2921723332","https://openalex.org/W4391093354","https://openalex.org/W2482950156","https://openalex.org/W4396966040","https://openalex.org/W2305322260"],"abstract_inverted_index":{"The":[0],"prosperity":[1],"of":[2,82,87],"Ethereum":[3],"has":[4],"led":[5],"to":[6,21,30,34,46,79],"a":[7],"rise":[8],"in":[9,65],"phishing":[10,32,47,61,88],"scams.":[11],"Initially,":[12],"scammers":[13,38],"lured":[14],"users":[15],"into":[16,41],"transferring":[17,44],"or":[18,49],"granting":[19,50],"tokens":[20,45],"Externally":[22],"Owned":[23],"Accounts":[24],"(EOAs).":[25],"Now,":[26],"they":[27],"have":[28,63,74],"shifted":[29],"deploying":[31],"contracts":[33,48,52,62,89],"deceive":[35],"users.":[36,70],"Specifically,":[37],"trick":[39],"victims":[40],"either":[42],"directly":[43],"these":[51],"control":[53],"over":[54],"their":[55],"tokens.":[56],"Our":[57],"research":[58],"reveals":[59],"that":[60],"resulted":[64],"significant":[66],"financial":[67],"losses":[68],"for":[69],"While":[71],"several":[72],"studies":[73],"explored":[75],"cybercrime":[76],"on":[77],"Ethereum,":[78],"the":[80,85],"best":[81],"our":[83],"knowledge,":[84],"understanding":[86],"is":[90],"still":[91],"limited.":[92]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
