{"id":"https://openalex.org/W4403889619","doi":"https://doi.org/10.1007/978-3-031-73741-1_26","title":"Towards ML-Integration and Training Patterns for AI-Enabled Systems","display_name":"Towards ML-Integration and Training Patterns for AI-Enabled Systems","publication_year":2024,"publication_date":"2024-10-30","ids":{"openalex":"https://openalex.org/W4403889619","doi":"https://doi.org/10.1007/978-3-031-73741-1_26"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-73741-1_26","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-73741-1_26","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-73741-1_26.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-73741-1_26.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070179477","display_name":"Sven Peldszus","orcid":"https://orcid.org/0000-0002-2604-0487"},"institutions":[{"id":"https://openalex.org/I904495901","display_name":"Ruhr University Bochum","ror":"https://ror.org/04tsk2644","country_code":"DE","type":"education","lineage":["https://openalex.org/I904495901"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Sven Peldszus","raw_affiliation_strings":["Ruhr University Bochum, Bochum, Germany"],"raw_orcid":"https://orcid.org/0000-0002-2604-0487","affiliations":[{"raw_affiliation_string":"Ruhr University Bochum, Bochum, Germany","institution_ids":["https://openalex.org/I904495901"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107099537","display_name":"Henriette Knopp","orcid":"https://orcid.org/0009-0003-5666-2222"},"institutions":[{"id":"https://openalex.org/I904495901","display_name":"Ruhr University Bochum","ror":"https://ror.org/04tsk2644","country_code":"DE","type":"education","lineage":["https://openalex.org/I904495901"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Henriette Knopp","raw_affiliation_strings":["Ruhr University Bochum, Bochum, Germany"],"raw_orcid":"https://orcid.org/0009-0003-5666-2222","affiliations":[{"raw_affiliation_string":"Ruhr University Bochum, Bochum, Germany","institution_ids":["https://openalex.org/I904495901"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098728999","display_name":"Yorick Sens","orcid":"https://orcid.org/0009-0002-5845-5887"},"institutions":[{"id":"https://openalex.org/I904495901","display_name":"Ruhr University Bochum","ror":"https://ror.org/04tsk2644","country_code":"DE","type":"education","lineage":["https://openalex.org/I904495901"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Yorick Sens","raw_affiliation_strings":["Ruhr University Bochum, Bochum, Germany"],"raw_orcid":"https://orcid.org/0009-0002-5845-5887","affiliations":[{"raw_affiliation_string":"Ruhr University Bochum, Bochum, Germany","institution_ids":["https://openalex.org/I904495901"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072456187","display_name":"Thorsten Berger","orcid":"https://orcid.org/0000-0002-3870-5167"},"institutions":[{"id":"https://openalex.org/I66862912","display_name":"Chalmers University of Technology","ror":"https://ror.org/040wg7k59","country_code":"SE","type":"education","lineage":["https://openalex.org/I66862912"]},{"id":"https://openalex.org/I881427289","display_name":"University of Gothenburg","ror":"https://ror.org/01tm6cn81","country_code":"SE","type":"education","lineage":["https://openalex.org/I881427289"]},{"id":"https://openalex.org/I904495901","display_name":"Ruhr University Bochum","ror":"https://ror.org/04tsk2644","country_code":"DE","type":"education","lineage":["https://openalex.org/I904495901"]}],"countries":["DE","SE"],"is_corresponding":false,"raw_author_name":"Thorsten Berger","raw_affiliation_strings":["Chalmers | University of Gothenburg, Gothenburg, Sweden","Ruhr University Bochum, Bochum, Germany"],"raw_orcid":"https://orcid.org/0000-0002-3870-5167","affiliations":[{"raw_affiliation_string":"Chalmers | University of Gothenburg, Gothenburg, Sweden","institution_ids":["https://openalex.org/I66862912","https://openalex.org/I881427289"]},{"raw_affiliation_string":"Ruhr University Bochum, Bochum, Germany","institution_ids":["https://openalex.org/I904495901"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5070179477"],"corresponding_institution_ids":["https://openalex.org/I904495901"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":null,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"434","last_page":"452"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9912999868392944,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9912999868392944,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9890999794006348,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9771000146865845,"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":0.8544928431510925},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.7278233766555786},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4618818461894989},{"id":"https://openalex.org/keywords/training-system","display_name":"Training system","score":0.4387736916542053}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8544928431510925},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.7278233766555786},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4618818461894989},{"id":"https://openalex.org/C2776857766","wikidata":"https://www.wikidata.org/wiki/Q7832987","display_name":"Training system","level":2,"score":0.4387736916542053},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-031-73741-1_26","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-73741-1_26","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-73741-1_26.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:research.chalmers.se:543812","is_oa":true,"landing_page_url":"https://research.chalmers.se/en/publication/543812","pdf_url":"https://research.chalmers.se/publication/543812/file/543812_Fulltext.pdf","source":{"id":"https://openalex.org/S4306402469","display_name":"Chalmers Research (Chalmers University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66862912","host_organization_name":"Chalmers University of Technology","host_organization_lineage":["https://openalex.org/I66862912"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":null}],"best_oa_location":{"id":"doi:10.1007/978-3-031-73741-1_26","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-73741-1_26","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-73741-1_26.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403889619.pdf","grobid_xml":"https://content.openalex.org/works/W4403889619.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W1901616594","https://openalex.org/W2135850590","https://openalex.org/W2294407885","https://openalex.org/W2801779715","https://openalex.org/W2896671475","https://openalex.org/W2958414331","https://openalex.org/W2963037989","https://openalex.org/W2964330448","https://openalex.org/W2973798619","https://openalex.org/W3004493192","https://openalex.org/W3005346446","https://openalex.org/W3098910265","https://openalex.org/W3104284241","https://openalex.org/W3110923198","https://openalex.org/W3123459983","https://openalex.org/W3149731118","https://openalex.org/W3159221896","https://openalex.org/W3160326234","https://openalex.org/W3161681907","https://openalex.org/W3194418750","https://openalex.org/W3215966579","https://openalex.org/W4283023890","https://openalex.org/W4285413042","https://openalex.org/W4285817145","https://openalex.org/W4320068725","https://openalex.org/W4383047501","https://openalex.org/W4383098330","https://openalex.org/W4387541921","https://openalex.org/W4388731335","https://openalex.org/W4398161289","https://openalex.org/W6893711219"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W230091440","https://openalex.org/W2390279801","https://openalex.org/W2233261550","https://openalex.org/W2364086172","https://openalex.org/W2392989008","https://openalex.org/W2352262250","https://openalex.org/W2243555379"],"abstract_inverted_index":{"Abstract":[0],"Machine":[1],"learning":[2],"(ML)":[3],"has":[4],"improved":[5],"dramatically":[6],"over":[7],"the":[8,47,51,57,113,158,174,209],"last":[9],"decade.":[10],"ML":[11,28,64,91,105,118,129,178,205],"models":[12,29,65],"have":[13,30],"become":[14],"a":[15],"fundamental":[16],"part":[17],"of":[18,23,50,59,145,150,217],"intelligent":[19],"software":[20],"systems,":[21,81,192,225],"many":[22],"which":[24,168],"are":[25],"safety-critical.":[26],"Since":[27],"complex":[31,72],"lifecycles,":[32],"they":[33],"require":[34],"dedicated":[35],"methods":[36,136],"and":[37,103,108,137,148,171,204,211,215,231],"tools,":[38],"such":[39,94,155],"as":[40],"pipeline":[41],"automation":[42],"or":[43,78,127],"experiment":[44],"management.":[45],"Unfortunately,":[46],"current":[48],"state":[49],"art":[52],"is":[53,164],"model-centric":[54,197],",":[55],"disregarding":[56],"challenges":[58,149],"engineering":[60,151,190],"systems":[61,97,147,156,234],"with":[62],"multiple":[63],"that":[66,100],"need":[67],"to":[68,70,195,207],"interact":[69],"realize":[71],"functionality.":[73],"Consider,":[74],"for":[75,177],"instance,":[76],"robotics":[77],"autonomous":[79,159],"driving":[80,160],"where":[82],"perception":[83],"architectures":[84,99],"can":[85,101],"easily":[86],"incorporate":[87],"more":[88],"than":[89],"30":[90],"models.":[92,179],"Developing":[93],"multi-ML":[95],"model":[96],"requires":[98,111,134],"integrate":[102],"chain":[104],"components.":[106],"Maintaining":[107],"evolving":[109],"them":[110],"tackling":[112],"combinatorial":[114],"explosion":[115],"when":[116,189],"re-training":[117],"components,":[119],"often":[120],"exploring":[121],"different":[122],"(hyper-)parameters,":[123],"features,":[124],"training":[125,175,206],"algorithms,":[126],"other":[128],"artifacts.":[130],"Addressing":[131],"these":[132],"problems":[133],"systems-centric":[135],"tools.":[138],"In":[139],"this":[140],"work,":[141],"we":[142,221],"discuss":[143,200],"characteristics":[144],"multi-ML-model":[146,191,218,224],"them.":[152],"Inspired":[153],"by":[154],"in":[157],"domain,":[161],"our":[162],"focus":[163],"on":[165],"experiment-management":[166],"tooling,":[167],"supports":[169],"tracking":[170],"reasoning":[172],"about":[173],"process":[176],"Our":[180],"analysis":[181],"reveals":[182],"their":[183,187,196],"concepts,":[184],"but":[185],"also":[186],"limitations":[188],"especially":[193],"due":[194],"focus.":[198],"We":[199],"possible":[201],"integration":[202],"patterns":[203],"facilitate":[208],"effective":[210],"efficient":[212],"development,":[213],"maintenance,":[214],"evolution":[216],"systems.":[219],"Furthermore,":[220],"describe":[222],"real-world":[223],"providing":[226],"early":[227],"results":[228],"from":[229,235],"identifying":[230],"analyzing":[232],"open-source":[233],"GitHub.":[236]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}