{"id":"https://openalex.org/W4383221470","doi":"https://doi.org/10.1145/3579856.3592829","title":"POSTER: A Teacher-Student with Human Feedback Model for Human-AI Collaboration in Cybersecurity","display_name":"POSTER: A Teacher-Student with Human Feedback Model for Human-AI Collaboration in Cybersecurity","publication_year":2023,"publication_date":"2023-07-05","ids":{"openalex":"https://openalex.org/W4383221470","doi":"https://doi.org/10.1145/3579856.3592829"},"language":"en","primary_location":{"id":"doi:10.1145/3579856.3592829","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3579856.3592829","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Asia Conference on Computer and Communications Security","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":"https://openalex.org/A5023062732","display_name":"Abdullahi Chowdhury","orcid":"https://orcid.org/0000-0001-7237-1642"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Abdullahi Chowdhury","raw_affiliation_strings":["The University of Adelaide, Australia"],"raw_orcid":"https://orcid.org/0000-0001-7237-1642","affiliations":[{"raw_affiliation_string":"The University of Adelaide, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056718700","display_name":"Hung Nguyen","orcid":"https://orcid.org/0000-0003-1028-920X"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hung Nguyen","raw_affiliation_strings":["The University of Adelaide, Australia"],"raw_orcid":"https://orcid.org/0000-0003-1028-920X","affiliations":[{"raw_affiliation_string":"The University of Adelaide, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077472707","display_name":"Debi Ashenden","orcid":"https://orcid.org/0000-0003-4105-1755"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Debi Ashenden","raw_affiliation_strings":["The University of Adelaide, Australia"],"raw_orcid":"https://orcid.org/0000-0003-4105-1755","affiliations":[{"raw_affiliation_string":"The University of Adelaide, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065545090","display_name":"Ganna Pogrebna","orcid":"https://orcid.org/0000-0002-5487-7284"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ganna Pogrebna","raw_affiliation_strings":["The University of Sydney, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5487-7284","affiliations":[{"raw_affiliation_string":"The University of Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5023062732"],"corresponding_institution_ids":["https://openalex.org/I5681781"],"apc_list":null,"apc_paid":null,"fwci":1.1929,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.82840301,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1040","last_page":"1042"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9973000288009644,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9973000288009644,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9944000244140625,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9905999898910522,"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/interpretability","display_name":"Interpretability","score":0.8828344345092773},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7277404069900513},{"id":"https://openalex.org/keywords/retraining","display_name":"Retraining","score":0.710433304309845},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5675281882286072},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.543775737285614},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5259523391723633},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.4901622235774994},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.45739516615867615},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4249919652938843},{"id":"https://openalex.org/keywords/human-intelligence","display_name":"Human intelligence","score":0.41559910774230957},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41376930475234985},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.23176109790802002}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8828344345092773},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7277404069900513},{"id":"https://openalex.org/C2778712577","wikidata":"https://www.wikidata.org/wiki/Q3505966","display_name":"Retraining","level":2,"score":0.710433304309845},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5675281882286072},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.543775737285614},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5259523391723633},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.4901622235774994},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.45739516615867615},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4249919652938843},{"id":"https://openalex.org/C105409693","wikidata":"https://www.wikidata.org/wiki/Q5937824","display_name":"Human intelligence","level":2,"score":0.41559910774230957},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41376930475234985},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.23176109790802002},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C155202549","wikidata":"https://www.wikidata.org/wiki/Q178803","display_name":"International trade","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3579856.3592829","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3579856.3592829","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Asia Conference on Computer and Communications Security","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/5","score":0.4699999988079071,"display_name":"Gender equality"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2994490118","https://openalex.org/W3003379107","https://openalex.org/W3005086430","https://openalex.org/W3109078334","https://openalex.org/W3119693685","https://openalex.org/W3210231570","https://openalex.org/W4225151977","https://openalex.org/W4281616879","https://openalex.org/W4293192140"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W4390569940","https://openalex.org/W2888392564","https://openalex.org/W4361193272","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W2806259446","https://openalex.org/W2358294942","https://openalex.org/W4367460280","https://openalex.org/W4328049145"],"abstract_inverted_index":{"We":[0,108],"have":[1],"developed":[2],"a":[3,61,96],"novel":[4,62],"\u2019Teacher-Student":[5],"with":[6,112],"human":[7,31,76,103],"feedback\u2019":[8],"model":[9,67,121],"for":[10,102,130],"Human-Artificial":[11],"Intelligence":[12],"(AI)":[13],"collaborations":[14],"in":[15,110],"cybersecurity":[16],"tasks.":[17,132],"In":[18],"our":[19,120],"model,":[20],"AI":[21,48,128],"furnishes":[22],"sufficient":[23],"information":[24],"about":[25],"its":[26],"decision-making":[27],"process":[28],"to":[29,33,36,68,83,105],"enable":[30],"agents":[32],"provide":[34],"feedback":[35,78],"improve":[37],"the":[38,45,92,124],"model.":[39],"Our":[40],"key":[41],"innovations":[42],"include:":[43],"enhancing":[44],"interpretability":[46],"of":[47,98,126],"models":[49],"by":[50],"analyzing":[51],"falsely":[52,80],"detected":[53,81],"samples":[54,82],"using":[55],"LIME":[56],"and":[57,87,115],"SHAP":[58],"values;":[59],"developing":[60],"posthoc":[63],"explanation-based":[64],"dynamic":[65],"teacher-student":[66],"address":[69],"concept":[70,73],"drift":[71],"or":[72],"shift;":[74],"integrating":[75],"experts\u2019":[77],"on":[79],"increase":[84],"accuracy,":[85],"precision,":[86],"recall":[88],"values,":[89],"without":[90],"retraining":[91],"entire":[93],"model;":[94],"establishing":[95],"list":[97],"attack-based":[99],"feature":[100],"values":[101],"experts":[104],"promote":[106],"reproducibility.":[107],"show":[109],"experiments":[111],"real":[113],"data":[114],"threat":[116],"detection":[117],"tasks":[118],"that":[119],"significantly":[122],"improves":[123],"accuracy":[125],"existing":[127],"algorithms":[129],"these":[131]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}