{"id":"https://openalex.org/W4400798704","doi":"https://doi.org/10.1145/3626203.3670522","title":"Adversarial Robustness and Explainability of Machine Learning Models","display_name":"Adversarial Robustness and Explainability of Machine Learning Models","publication_year":2024,"publication_date":"2024-07-17","ids":{"openalex":"https://openalex.org/W4400798704","doi":"https://doi.org/10.1145/3626203.3670522"},"language":"en","primary_location":{"id":"doi:10.1145/3626203.3670522","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3626203.3670522","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Practice and Experience in Advanced Research Computing 2024: Human Powered Computing","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3626203.3670522","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5104704412","display_name":"Jamil Gafur","orcid":"https://orcid.org/0000-0002-1364-1662"},"institutions":[{"id":"https://openalex.org/I126307644","display_name":"University of Iowa","ror":"https://ror.org/036jqmy94","country_code":"US","type":"education","lineage":["https://openalex.org/I126307644"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jamil Gafur","raw_affiliation_strings":["Computer Science, The University of Iowa, USA"],"affiliations":[{"raw_affiliation_string":"Computer Science, The University of Iowa, USA","institution_ids":["https://openalex.org/I126307644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110433428","display_name":"Steve Goddard","orcid":null},"institutions":[{"id":"https://openalex.org/I126307644","display_name":"University of Iowa","ror":"https://ror.org/036jqmy94","country_code":"US","type":"education","lineage":["https://openalex.org/I126307644"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Steve Goddard","raw_affiliation_strings":["The University of Iowa, USA"],"affiliations":[{"raw_affiliation_string":"The University of Iowa, USA","institution_ids":["https://openalex.org/I126307644"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000405432","display_name":"William Lai","orcid":"https://orcid.org/0000-0003-4351-7037"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"William Lai","raw_affiliation_strings":["Cornell University, USA"],"affiliations":[{"raw_affiliation_string":"Cornell University, USA","institution_ids":["https://openalex.org/I205783295"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5104704412"],"corresponding_institution_ids":["https://openalex.org/I126307644"],"apc_list":null,"apc_paid":null,"fwci":0.3626,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.64641139,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":1.0,"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":1.0,"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":0.9634000062942505,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9559999704360962,"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/robustness","display_name":"Robustness (evolution)","score":0.8518526554107666},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.774864673614502},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7375699877738953},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5916054844856262},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.540574312210083}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.8518526554107666},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.774864673614502},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7375699877738953},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5916054844856262},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.540574312210083},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3626203.3670522","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3626203.3670522","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Practice and Experience in Advanced Research Computing 2024: Human Powered Computing","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3626203.3670522","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3626203.3670522","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Practice and Experience in Advanced Research Computing 2024: Human Powered Computing","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2007339694","https://openalex.org/W2152195021","https://openalex.org/W2510508396","https://openalex.org/W2603766943","https://openalex.org/W2787597845","https://openalex.org/W2963564844","https://openalex.org/W3035743198","https://openalex.org/W3116515605","https://openalex.org/W3135970545","https://openalex.org/W3137125108","https://openalex.org/W3187541268","https://openalex.org/W3200880768","https://openalex.org/W4211128756","https://openalex.org/W4212822688","https://openalex.org/W4221159886"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"The":[0],"rapid":[1],"advancement":[2],"of":[3,26,87],"machine":[4],"learning":[5],"has":[6],"brought":[7],"forth":[8],"sophisticated":[9],"neural":[10,56,88],"network":[11,57,89],"models":[12],"harnessing":[13],"computational":[14],"prowess":[15],"and":[16,37,51,74,85],"vast":[17],"datasets":[18],"for":[19,54],"diverse":[20],"applications.":[21],"Nonetheless,":[22],"with":[23],"the":[24,45,68,83],"proliferation":[25],"these":[27,41],"complex":[28],"models,":[29],"apprehensions":[30],"have":[31],"surfaced":[32],"regarding":[33],"their":[34,92],"resilience,":[35],"interpretability,":[36],"biases.":[38],"To":[39],"mitigate":[40],"concerns,":[42],"we":[43],"propose":[44],"\u201cAdversarial":[46],"Observation\u201d":[47],"framework,":[48],"amalgamating":[49],"explainable":[50,61],"adversarial":[52],"methodologies":[53],"comprehensive":[55],"scrutiny.":[58],"By":[59],"integrating":[60],"techniques,":[62],"users":[63],"gain":[64],"profound":[65],"insights":[66],"into":[67],"model\u2019s":[69],"internal":[70],"mechanisms,":[71],"fostering":[72],"transparency":[73],"facilitating":[75],"bias":[76],"identification.":[77],"This":[78],"framework":[79],"aims":[80],"to":[81],"enhance":[82],"trustworthiness":[84],"accountability":[86],"systems":[90],"amidst":[91],"expanding":[93],"utility.":[94]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}
