{"id":"https://openalex.org/W4390897681","doi":"https://doi.org/10.48550/arxiv.2401.06513","title":"ML-On-Rails: Safeguarding Machine Learning Models in Software Systems A Case Study","display_name":"ML-On-Rails: Safeguarding Machine Learning Models in Software Systems A Case Study","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4390897681","doi":"https://doi.org/10.48550/arxiv.2401.06513"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2401.06513","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false},"type":"preprint","type_crossref":"posted-content","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/abs/2401.06513","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059038710","display_name":"Hala Abdelkader","orcid":"https://orcid.org/0000-0001-9533-8896"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Abdelkader, Hala","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068173669","display_name":"Mohamed Abdelrazek","orcid":"https://orcid.org/0000-0003-3812-9785"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Abdelrazek, Mohamed","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012088137","display_name":"Scott Barnett","orcid":"https://orcid.org/0000-0002-3187-4937"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Barnett, Scott","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076543742","display_name":"Jean-Guy Schneider","orcid":"https://orcid.org/0000-0002-9827-5496"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Schneider, Jean-Guy","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101597700","display_name":"Priya Rani","orcid":"https://orcid.org/0000-0002-6202-5700"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rani, Priya","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5030486012","display_name":"Rajesh Vasa","orcid":"https://orcid.org/0000-0003-4805-1467"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vasa, Rajesh","raw_affiliation_strings":[],"affiliations":[]}],"institution_assertions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.999954,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":92,"max":96},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9674,"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":0.9674,"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/T12127","display_name":"Software System Performance and Reliability","score":0.967,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10260","display_name":"Software Engineering Research","score":0.9664,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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","score":0.7491408},{"id":"https://openalex.org/keywords/safeguarding","display_name":"Safeguarding","score":0.6250162},{"id":"https://openalex.org/keywords/trustworthiness","display_name":"Trustworthiness","score":0.6021472},{"id":"https://openalex.org/keywords/safeguard","display_name":"Safeguard","score":0.42164904}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7491408},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.65108347},{"id":"https://openalex.org/C2776743756","wikidata":"https://www.wikidata.org/wiki/Q5097921","display_name":"Safeguarding","level":2,"score":0.6250162},{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.6021472},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5283431},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.44875818},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.42898032},{"id":"https://openalex.org/C2780771206","wikidata":"https://www.wikidata.org/wiki/Q3271761","display_name":"Safeguard","level":2,"score":0.42164904},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.28255314},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.13211742},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09161651},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","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},{"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/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/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2401.06513","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":false,"landing_page_url":"https://api.datacite.org/dois/10.48550/arxiv.2401.06513","pdf_url":null,"source":{"id":"https://openalex.org/S4393179698","display_name":"DataCite API","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210145204","host_organization_name":"DataCite","host_organization_lineage":["https://openalex.org/I4210145204"],"host_organization_lineage_names":["DataCite"],"type":"metadata"},"license":null,"license_id":null,"version":null}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2401.06513","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false},"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4387497383","https://openalex.org/W3183948672","https://openalex.org/W3173606202","https://openalex.org/W3110381201","https://openalex.org/W2948807893","https://openalex.org/W2935909890","https://openalex.org/W2778153218","https://openalex.org/W2758277628","https://openalex.org/W2362985804","https://openalex.org/W1531601525"],"abstract_inverted_index":{"Machine":[0],"learning":[1],"(ML),":[2],"especially":[3],"with":[4],"the":[5,18,45,88,107,116,124],"emergence":[6],"of":[7,50,90,115,126],"large":[8],"language":[9],"models":[10,92,129],"(LLMs),":[11],"has":[12],"significantly":[13],"transformed":[14],"various":[15],"industries.":[16],"However,":[17],"transition":[19],"from":[20],"ML":[21,51,64,73,79,82,91,128],"model":[22],"prototyping":[23],"to":[24,62,97,102],"production":[25,103],"use":[26],"within":[27],"software":[28],"systems":[29],"presents":[30],"several":[31],"challenges.":[32],"These":[33],"challenges":[34,100],"primarily":[35],"revolve":[36],"around":[37],"ensuring":[38],"safety,":[39],"security,":[40],"and":[41,48,75,81],"transparency,":[42],"subsequently":[43],"influencing":[44],"overall":[46],"robustness":[47,89],"trustworthiness":[49],"models.":[52],"In":[53],"this":[54,120],"paper,":[55],"we":[56,122],"introduce":[57],"ML-On-Rails,":[58],"a":[59,67,111],"protocol":[60,109],"designed":[61],"safeguard":[63],"models,":[65],"establish":[66],"well-defined":[68],"endpoint":[69],"interface":[70],"for":[71],"different":[72],"tasks,":[74],"clear":[76],"communication":[77],"between":[78],"providers":[80],"consumers":[83],"(software":[84],"engineers).":[85],"ML-On-Rails":[86,108],"enhances":[87],"via":[93],"incorporating":[94],"detection":[95],"capabilities":[96],"identify":[98],"unique":[99],"specific":[101],"ML.":[104],"We":[105],"evaluated":[106],"through":[110],"real-world":[112],"case":[113],"study":[114],"MoveReminder":[117],"application.":[118],"Through":[119],"evaluation,":[121],"emphasize":[123],"importance":[125],"safeguarding":[127],"in":[130],"production.":[131]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4390897681","counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2025-01-04T09:42:33.133642","created_date":"2024-01-16"}