{"id":"https://openalex.org/W4408897311","doi":"https://doi.org/10.1109/icmlc63072.2024.10935253","title":"Algebraic Adversarial Attacks on Integrated Gradients","display_name":"Algebraic Adversarial Attacks on Integrated Gradients","publication_year":2024,"publication_date":"2024-09-20","ids":{"openalex":"https://openalex.org/W4408897311","doi":"https://doi.org/10.1109/icmlc63072.2024.10935253"},"language":"en","primary_location":{"id":"doi:10.1109/icmlc63072.2024.10935253","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmlc63072.2024.10935253","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Machine Learning and Cybernetics (ICMLC)","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/A5082939094","display_name":"Lachlan Simpson","orcid":null},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"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":"Lachlan Simpson","raw_affiliation_strings":["School of Electrical and Mechanical Engineering, The University of Adelaide,Australia"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Mechanical Engineering, The University of Adelaide,Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109727221","display_name":"F. Costanza","orcid":null},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"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":"Federico Costanza","raw_affiliation_strings":["School of Computer and Mathematical Sciences, The University of Adelaide,Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer and Mathematical Sciences, The University of Adelaide,Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041926854","display_name":"Kyle Millar","orcid":null},"institutions":[{"id":"https://openalex.org/I1303474014","display_name":"Defence Science and Technology Group","ror":"https://ror.org/05ddrvt52","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1303474014","https://openalex.org/I2801453606","https://openalex.org/I3139952251"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Kyle Millar","raw_affiliation_strings":["Defence Science &#x0026; Technology Group,Information Sciences Division,Australia"],"affiliations":[{"raw_affiliation_string":"Defence Science &#x0026; Technology Group,Information Sciences Division,Australia","institution_ids":["https://openalex.org/I1303474014"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110551586","display_name":"Adriel Cheng","orcid":null},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"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":"Adriel Cheng","raw_affiliation_strings":["School of Electrical and Mechanical Engineering, The University of Adelaide,Australia"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Mechanical Engineering, The University of Adelaide,Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023255651","display_name":"Cheng\u2010Chew Lim","orcid":"https://orcid.org/0000-0002-2463-9760"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"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":"Cheng-Chew Lim","raw_affiliation_strings":["School of Electrical and Mechanical Engineering, The University of Adelaide,Australia"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Mechanical Engineering, The University of Adelaide,Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054116304","display_name":"Hong Gunn Chew","orcid":"https://orcid.org/0000-0001-6525-574X"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"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":"Hong Gunn Chew","raw_affiliation_strings":["School of Electrical and Mechanical Engineering, The University of Adelaide,Australia"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Mechanical Engineering, The University of Adelaide,Australia","institution_ids":["https://openalex.org/I5681781"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5082939094"],"corresponding_institution_ids":["https://openalex.org/I5681781"],"apc_list":null,"apc_paid":null,"fwci":0.7274,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.78608081,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"26","last_page":"31"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10237","display_name":"Cryptography and Data Security","score":0.9440000057220459,"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/T10237","display_name":"Cryptography and Data Security","score":0.9440000057220459,"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":0.9053999781608582,"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/adversarial-system","display_name":"Adversarial system","score":0.8483263254165649},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5787362456321716},{"id":"https://openalex.org/keywords/algebraic-number","display_name":"Algebraic number","score":0.5587248802185059},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.42798101902008057},{"id":"https://openalex.org/keywords/algebra-over-a-field","display_name":"Algebra over a field","score":0.3953382074832916},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2590559124946594},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24164032936096191},{"id":"https://openalex.org/keywords/pure-mathematics","display_name":"Pure mathematics","score":0.10040256381034851}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.8483263254165649},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5787362456321716},{"id":"https://openalex.org/C9376300","wikidata":"https://www.wikidata.org/wiki/Q168817","display_name":"Algebraic number","level":2,"score":0.5587248802185059},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.42798101902008057},{"id":"https://openalex.org/C136119220","wikidata":"https://www.wikidata.org/wiki/Q1000660","display_name":"Algebra over a field","level":2,"score":0.3953382074832916},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2590559124946594},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24164032936096191},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.10040256381034851},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icmlc63072.2024.10935253","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmlc63072.2024.10935253","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Machine Learning and Cybernetics (ICMLC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320978","display_name":"University of Adelaide","ror":"https://ror.org/00892tw58"},{"id":"https://openalex.org/F4320335334","display_name":"Defence Science and Technology Group","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2798302089","https://openalex.org/W2958089299","https://openalex.org/W2962843949","https://openalex.org/W2963037989","https://openalex.org/W3004368638","https://openalex.org/W3005073185","https://openalex.org/W3006064320","https://openalex.org/W3130456532","https://openalex.org/W4213144751","https://openalex.org/W4243055393","https://openalex.org/W4295854586","https://openalex.org/W4391933803","https://openalex.org/W6734194636","https://openalex.org/W6739575509","https://openalex.org/W6764249507","https://openalex.org/W6862583357"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2502115930","https://openalex.org/W2482350142","https://openalex.org/W4246396837","https://openalex.org/W3126451824","https://openalex.org/W1561927205","https://openalex.org/W3191453585","https://openalex.org/W4297672492"],"abstract_inverted_index":{"Adversarial":[0,36],"attacks":[1],"on":[2],"explainability":[3],"models":[4],"have":[5],"drastic":[6],"consequences":[7],"when":[8],"explanations":[9],"are":[10,25],"used":[11],"to":[12,33,76],"understand":[13],"the":[14,56],"reasoning":[15],"of":[16,29],"neural":[17],"networks":[18],"in":[19],"safety":[20],"critical":[21],"systems.":[22],"Path":[23],"methods":[24,31],"one":[26,60],"such":[27],"class":[28],"attribution":[30],"susceptible":[32],"adversarial":[34,52,63,69,77],"attacks.":[35],"learning":[37],"is":[38],"typically":[39],"phrased":[40],"as":[41],"a":[42,72],"constrained":[43],"optimisation":[44],"problem.":[45],"In":[46],"this":[47],"work,":[48],"we":[49],"propose":[50],"algebraic":[51],"examples":[53,64,70],"and":[54],"study":[55],"conditions":[57],"under":[58],"which":[59],"can":[61],"generate":[62],"for":[65],"integrated":[66],"gradients.":[67],"Algebraic":[68],"provide":[71],"mathematically":[73],"tractable":[74],"approach":[75],"examples.":[78]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
