{"id":"https://openalex.org/W4386939504","doi":"https://doi.org/10.1007/978-3-031-44207-0_44","title":"The Boundaries of\u00a0Verifiable Accuracy, Robustness, and\u00a0Generalisation in\u00a0Deep Learning","display_name":"The Boundaries of\u00a0Verifiable Accuracy, Robustness, and\u00a0Generalisation in\u00a0Deep Learning","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4386939504","doi":"https://doi.org/10.1007/978-3-031-44207-0_44"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-44207-0_44","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-44207-0_44","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.scopus.com/pages/publications/85174637708","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088165793","display_name":"Alexander Bastounis","orcid":"https://orcid.org/0000-0002-2867-4635"},"institutions":[{"id":"https://openalex.org/I153648349","display_name":"University of Leicester","ror":"https://ror.org/04h699437","country_code":"GB","type":"education","lineage":["https://openalex.org/I153648349"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Alexander Bastounis","raw_affiliation_strings":["University of Leicester, Leicester, LE1 7RH, UK"],"raw_orcid":"https://orcid.org/0000-0002-2867-4635","affiliations":[{"raw_affiliation_string":"University of Leicester, Leicester, LE1 7RH, UK","institution_ids":["https://openalex.org/I153648349"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058069510","display_name":"Alexander N. Gorban","orcid":"https://orcid.org/0000-0001-6224-1430"},"institutions":[{"id":"https://openalex.org/I153648349","display_name":"University of Leicester","ror":"https://ror.org/04h699437","country_code":"GB","type":"education","lineage":["https://openalex.org/I153648349"]},{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alexander N. Gorban","raw_affiliation_strings":["King\u2019s College London, London, WC2R 2LS, UK","University of Leicester, Leicester, LE1 7RH, UK"],"raw_orcid":"https://orcid.org/0000-0001-6224-1430","affiliations":[{"raw_affiliation_string":"King\u2019s College London, London, WC2R 2LS, UK","institution_ids":["https://openalex.org/I183935753"]},{"raw_affiliation_string":"University of Leicester, Leicester, LE1 7RH, UK","institution_ids":["https://openalex.org/I153648349"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102813441","display_name":"Anders C. Hansen","orcid":"https://orcid.org/0000-0003-2700-9446"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Anders C. Hansen","raw_affiliation_strings":["University of Cambridge, Cambridge, CB3 0WA, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cambridge, Cambridge, CB3 0WA, UK","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058486589","display_name":"Desmond J. Higham","orcid":"https://orcid.org/0000-0002-6635-3461"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Desmond J. Higham","raw_affiliation_strings":["University of Edinburgh, Edinburgh, EH9 3FD, UK"],"raw_orcid":"https://orcid.org/0000-0002-6635-3461","affiliations":[{"raw_affiliation_string":"University of Edinburgh, Edinburgh, EH9 3FD, UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061971606","display_name":"Danil Prokhorov","orcid":"https://orcid.org/0000-0002-6208-4233"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Danil Prokhorov","raw_affiliation_strings":["Toyota Tech Center, Ann Arbor, USA"],"raw_orcid":"https://orcid.org/0000-0002-6208-4233","affiliations":[{"raw_affiliation_string":"Toyota Tech Center, Ann Arbor, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006868406","display_name":"Oliver J. Sutton","orcid":"https://orcid.org/0000-0003-0184-4371"},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Oliver Sutton","raw_affiliation_strings":["King\u2019s College London, London, WC2R 2LS, UK","King's College London, London, WC2R 2LS, UK"],"raw_orcid":"https://orcid.org/0000-0003-0184-4371","affiliations":[{"raw_affiliation_string":"King\u2019s College London, London, WC2R 2LS, UK","institution_ids":["https://openalex.org/I183935753"]},{"raw_affiliation_string":"King's College London, London, WC2R 2LS, UK","institution_ids":["https://openalex.org/I183935753"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052143104","display_name":"Ivan Tyukin","orcid":"https://orcid.org/0000-0002-7359-7966"},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ivan Y. Tyukin","raw_affiliation_strings":["King\u2019s College London, London, WC2R 2LS, UK","King's College London, London, WC2R 2LS, UK"],"raw_orcid":"https://orcid.org/0000-0002-7359-7966","affiliations":[{"raw_affiliation_string":"King\u2019s College London, London, WC2R 2LS, UK","institution_ids":["https://openalex.org/I183935753"]},{"raw_affiliation_string":"King's College London, London, WC2R 2LS, UK","institution_ids":["https://openalex.org/I183935753"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024753869","display_name":"Qinghua Zhou","orcid":"https://orcid.org/0000-0002-3327-0440"},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Qinghua Zhou","raw_affiliation_strings":["King\u2019s College London, London, WC2R 2LS, UK","King's College London, London, WC2R 2LS, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King\u2019s College London, London, WC2R 2LS, UK","institution_ids":["https://openalex.org/I183935753"]},{"raw_affiliation_string":"King's College London, London, WC2R 2LS, UK","institution_ids":["https://openalex.org/I183935753"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5088165793"],"corresponding_institution_ids":["https://openalex.org/I153648349"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":3.1214,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.92737759,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"530","last_page":"541"},"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":0.9954000115394592,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9890000224113464,"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/computer-science","display_name":"Computer science","score":0.8555375337600708},{"id":"https://openalex.org/keywords/verifiable-secret-sharing","display_name":"Verifiable secret sharing","score":0.8048733472824097},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.7625588178634644},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.6747719049453735},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6600621938705444},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6426088213920593},{"id":"https://openalex.org/keywords/ideal","display_name":"Ideal (ethics)","score":0.607934832572937},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.4881175458431244},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.4680919945240021},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45393288135528564},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.32118675112724304},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.057248979806900024}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8555375337600708},{"id":"https://openalex.org/C85847156","wikidata":"https://www.wikidata.org/wiki/Q59015987","display_name":"Verifiable secret sharing","level":3,"score":0.8048733472824097},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7625588178634644},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.6747719049453735},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6600621938705444},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6426088213920593},{"id":"https://openalex.org/C2776639384","wikidata":"https://www.wikidata.org/wiki/Q840396","display_name":"Ideal (ethics)","level":2,"score":0.607934832572937},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.4881175458431244},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.4680919945240021},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45393288135528564},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32118675112724304},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.057248979806900024},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-3-031-44207-0_44","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-44207-0_44","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:kclpure.kcl.ac.uk:openaire/35395077-e4c9-4cd5-80d4-9402964e05ef","is_oa":true,"landing_page_url":"https://www.scopus.com/pages/publications/85174637708","pdf_url":null,"source":{"id":"https://openalex.org/S4306400216","display_name":"Research Portal (King's College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I183935753","host_organization_name":"King's College London","host_organization_lineage":["https://openalex.org/I183935753"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Bastounis, A, Gorban, A N, Hansen, A C, Higham, D J, Prokhorov, D, Sutton, O, Tyukin, I Y & Zhou, Q 2023, 'The Boundaries of\u00a0Verifiable Accuracy, Robustness, and\u00a0Generalisation in\u00a0Deep Learning', Paper presented at 32nd International Conference on Artificial Neural Networks, ICANN 2023, Heraklion, Greece, 26/09/2023 - 29/09/2023 pp. 530-541. https://doi.org/10.1007/978-3-031-44207-0_44","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:kclpure.kcl.ac.uk:publications/35395077-e4c9-4cd5-80d4-9402964e05ef","is_oa":true,"landing_page_url":"https://kclpure.kcl.ac.uk/portal/en/publications/35395077-e4c9-4cd5-80d4-9402964e05ef","pdf_url":null,"source":{"id":"https://openalex.org/S4306400216","display_name":"Research Portal (King's College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I183935753","host_organization_name":"King's College London","host_organization_lineage":["https://openalex.org/I183935753"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Bastounis, A, Gorban, A N, Hansen, A C, Higham, D J, Prokhorov, D, Sutton, O, Tyukin, I Y & Zhou, Q 2023, 'The Boundaries of\u00a0Verifiable Accuracy, Robustness, and\u00a0Generalisation in\u00a0Deep Learning', Paper presented at 32nd International Conference on Artificial Neural Networks, ICANN 2023, Heraklion, Greece, 26/09/2023 - 29/09/2023 pp. 530-541. https://doi.org/10.1007/978-3-031-44207-0_44","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:kclpure.kcl.ac.uk:openaire/35395077-e4c9-4cd5-80d4-9402964e05ef","is_oa":true,"landing_page_url":"https://www.scopus.com/pages/publications/85174637708","pdf_url":null,"source":{"id":"https://openalex.org/S4306400216","display_name":"Research Portal (King's College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I183935753","host_organization_name":"King's College London","host_organization_lineage":["https://openalex.org/I183935753"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Bastounis, A, Gorban, A N, Hansen, A C, Higham, D J, Prokhorov, D, Sutton, O, Tyukin, I Y & Zhou, Q 2023, 'The Boundaries of\u00a0Verifiable Accuracy, Robustness, and\u00a0Generalisation in\u00a0Deep Learning', Paper presented at 32nd International Conference on Artificial Neural Networks, ICANN 2023, Heraklion, Greece, 26/09/2023 - 29/09/2023 pp. 530-541. https://doi.org/10.1007/978-3-031-44207-0_44","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1445524271","display_name":null,"funder_award_id":"EP/V025295/2","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G1935751110","display_name":null,"funder_award_id":"EP/P020720/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2527796832","https://openalex.org/W2528305538","https://openalex.org/W2543927648","https://openalex.org/W2593455419","https://openalex.org/W2765424254","https://openalex.org/W2798302089","https://openalex.org/W2921968129","https://openalex.org/W3015598826","https://openalex.org/W3091351275","https://openalex.org/W3103557498","https://openalex.org/W3176772747","https://openalex.org/W3195428846","https://openalex.org/W4231550118","https://openalex.org/W4308695743","https://openalex.org/W6600594111"],"related_works":["https://openalex.org/W2355730523","https://openalex.org/W152021879","https://openalex.org/W2365629437","https://openalex.org/W2072918937","https://openalex.org/W2023935927","https://openalex.org/W4379116102","https://openalex.org/W3210882018","https://openalex.org/W2970990331","https://openalex.org/W3207178610","https://openalex.org/W3211782752"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4}],"updated_date":"2026-01-20T17:24:06.736184","created_date":"2025-10-10T00:00:00"}