{"id":"https://openalex.org/W2968886974","doi":"https://doi.org/10.1145/3338906.3342812","title":"Safety and robustness for deep learning with provable guarantees (keynote)","display_name":"Safety and robustness for deep learning with provable guarantees (keynote)","publication_year":2019,"publication_date":"2019-08-09","ids":{"openalex":"https://openalex.org/W2968886974","doi":"https://doi.org/10.1145/3338906.3342812","mag":"2968886974"},"language":"en","primary_location":{"id":"doi:10.1145/3338906.3342812","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3338906.3342812","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering","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/A5081710233","display_name":"Marta Kwiatkowska","orcid":"https://orcid.org/0000-0001-9022-7599"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Marta Kwiatkowska","raw_affiliation_strings":["University of Oxford, UK"],"affiliations":[{"raw_affiliation_string":"University of Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5081710233"],"corresponding_institution_ids":["https://openalex.org/I40120149"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09144276,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2","last_page":"2"},"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":0.991599977016449,"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":0.9847000241279602,"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":0.7747368812561035},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7725092172622681},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6899285912513733},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.634443998336792},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.6103502511978149},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5694032907485962},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.528608500957489},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.5147829055786133},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4800318777561188},{"id":"https://openalex.org/keywords/feature-engineering","display_name":"Feature engineering","score":0.4314276874065399},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.39049196243286133},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3326098918914795},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.18507713079452515}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7747368812561035},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7725092172622681},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6899285912513733},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.634443998336792},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.6103502511978149},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5694032907485962},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.528608500957489},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.5147829055786133},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4800318777561188},{"id":"https://openalex.org/C2778827112","wikidata":"https://www.wikidata.org/wiki/Q22245680","display_name":"Feature engineering","level":3,"score":0.4314276874065399},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.39049196243286133},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3326098918914795},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.18507713079452515},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3338906.3342812","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3338906.3342812","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering","raw_type":"proceedings-article"},{"id":"pmh:oai:ora.ox.ac.uk:uuid:34d3d9db-da14-4f18-ba0d-e1c0961171a1","is_oa":false,"landing_page_url":"https://ora.ox.ac.uk/objects/uuid:34d3d9db-da14-4f18-ba0d-e1c0961171a1","pdf_url":null,"source":{"id":"https://openalex.org/S4306402636","display_name":"Oxford University Research Archive (ORA) (University of Oxford)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I40120149","host_organization_name":"University of Oxford","host_organization_lineage":["https://openalex.org/I40120149"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference item"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2483205037","display_name":null,"funder_award_id":"EP/M019918/1","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":7,"referenced_works":["https://openalex.org/W2543296129","https://openalex.org/W2800473699","https://openalex.org/W2869036160","https://openalex.org/W2963160885","https://openalex.org/W2963208512","https://openalex.org/W2963662610","https://openalex.org/W2965020757"],"related_works":["https://openalex.org/W2950183588","https://openalex.org/W3080754722","https://openalex.org/W4383221314","https://openalex.org/W3093978547","https://openalex.org/W2953536436","https://openalex.org/W3203790781","https://openalex.org/W4313346231","https://openalex.org/W2738001131","https://openalex.org/W4285785480","https://openalex.org/W2997056298"],"abstract_inverted_index":{"Computing":[0],"systems":[1],"are":[2,21],"becoming":[3],"ever":[4],"more":[5],"complex,":[6],"with":[7,40,64,83,122,149],"decisions":[8,82],"increasingly":[9],"often":[10],"based":[11,129],"on":[12,130,142],"deep":[13,36,72],"learning":[14,37,57],"components.":[15,58],"A":[16],"wide":[17],"variety":[18],"of":[19,25,80,93,104,109,114,152],"applications":[20],"being":[22],"developed,":[23],"many":[24],"them":[26,141],"safety-critical,":[27],"such":[28],"as":[29],"self-driving":[30],"cars":[31],"and":[32,68,78,96,116,136,139],"medical":[33],"diagnosis.":[34],"Since":[35],"is":[38,46],"unstable":[39],"respect":[41,84],"to":[42,75,85,98],"adversarial":[43],"perturbations,":[44],"there":[45],"a":[47,101],"need":[48],"for":[49,71,100],"rigorous":[50],"software":[51],"development":[52],"methodologies":[53],"that":[54],"encompass":[55],"machine":[56],"This":[59],"lecture":[60,146],"will":[61,147],"describe":[62],"progress":[63],"developing":[65],"automated":[66],"verification":[67],"testing":[69],"techniques":[70,89],"neural":[73],"networks":[74,95],"ensure":[76],"safety":[77],"robustness":[79],"their":[81],"input":[86],"perturbations.":[87],"The":[88,145],"exploit":[90],"Lipschitz":[91],"continuity":[92],"the":[94,106,153],"aim":[97],"approximate,":[99],"given":[102],"set":[103,108],"inputs,":[105],"reachable":[107],"network":[110],"outputs":[111],"in":[112,119,155],"terms":[113],"lower":[115],"upper":[117],"bounds,":[118],"anytime":[120],"manner,":[121],"provable":[123],"guarantees.":[124],"We":[125],"develop":[126],"novel":[127],"algorithms":[128],"feature-guided":[131],"search,":[132],"games,":[133],"global":[134],"optimisation":[135],"Bayesian":[137],"methods,":[138],"evaluate":[140],"state-of-the-art":[143],"networks.":[144],"conclude":[148],"an":[150],"overview":[151],"challenges":[154],"this":[156],"field.":[157]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}