{"id":"https://openalex.org/W4412877152","doi":"https://doi.org/10.1145/3711896.3736572","title":"The Hitchhikers Guide to Production-ready Trustworthy Foundation Model Powered Software (FMware)","display_name":"The Hitchhikers Guide to Production-ready Trustworthy Foundation Model Powered Software (FMware)","publication_year":2025,"publication_date":"2025-08-03","ids":{"openalex":"https://openalex.org/W4412877152","doi":"https://doi.org/10.1145/3711896.3736572"},"language":"en","primary_location":{"id":"doi:10.1145/3711896.3736572","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3711896.3736572","pdf_url":null,"source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3711896.3736572","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114638172","display_name":"Kirill Vasilevski","orcid":null},"institutions":[{"id":"https://openalex.org/I4210115038","display_name":"Huawei Technologies (Canada)","ror":"https://ror.org/026venb53","country_code":"CA","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210115038"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Kirill Vasilevski","raw_affiliation_strings":["Huawei Canada, Toronto, Canada"],"raw_orcid":"https://orcid.org/0009-0006-0292-4970","affiliations":[{"raw_affiliation_string":"Huawei Canada, Toronto, Canada","institution_ids":["https://openalex.org/I4210115038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052055475","display_name":"Gopi Krishnan Rajbahadur","orcid":"https://orcid.org/0000-0003-1812-5365"},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Gopi Krishnan Rajbahadur","raw_affiliation_strings":["Huawei Canada, Kingston, Canada and Queen's University, Kingston, Canada"],"raw_orcid":"https://orcid.org/0000-0003-1812-5365","affiliations":[{"raw_affiliation_string":"Huawei Canada, Kingston, Canada and Queen's University, Kingston, Canada","institution_ids":["https://openalex.org/I204722609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054670737","display_name":"Gustavo A. Oliva","orcid":"https://orcid.org/0000-0002-5419-9284"},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Gustavo A. Oliva","raw_affiliation_strings":["Huawei Canada, Kingston, Canada and Queen's University, Kingston, Canada"],"raw_orcid":"https://orcid.org/0000-0002-5419-9284","affiliations":[{"raw_affiliation_string":"Huawei Canada, Kingston, Canada and Queen's University, Kingston, Canada","institution_ids":["https://openalex.org/I204722609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103181376","display_name":"Benjamin Rombaut","orcid":"https://orcid.org/0000-0001-5947-2684"},"institutions":[{"id":"https://openalex.org/I4210115038","display_name":"Huawei Technologies (Canada)","ror":"https://ror.org/026venb53","country_code":"CA","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210115038"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Benjamin Rombaut","raw_affiliation_strings":["Huawei Canada, Kingston, Canada"],"raw_orcid":"https://orcid.org/0000-0001-5947-2684","affiliations":[{"raw_affiliation_string":"Huawei Canada, Kingston, Canada","institution_ids":["https://openalex.org/I4210115038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084188497","display_name":"Keheliya Gallaba","orcid":"https://orcid.org/0000-0002-5880-5114"},"institutions":[{"id":"https://openalex.org/I4210115038","display_name":"Huawei Technologies (Canada)","ror":"https://ror.org/026venb53","country_code":"CA","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210115038"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Keheliya Gallaba","raw_affiliation_strings":["Huawei Canada, Kingston, Canada"],"raw_orcid":"https://orcid.org/0000-0002-5880-5114","affiliations":[{"raw_affiliation_string":"Huawei Canada, Kingston, Canada","institution_ids":["https://openalex.org/I4210115038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032675988","display_name":"Filipe R. Cogo","orcid":"https://orcid.org/0000-0002-5494-685X"},"institutions":[{"id":"https://openalex.org/I4210115038","display_name":"Huawei Technologies (Canada)","ror":"https://ror.org/026venb53","country_code":"CA","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210115038"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Filipe R. Cogo","raw_affiliation_strings":["Huawei Canada, Kingston, Canada"],"raw_orcid":"https://orcid.org/0000-0002-5494-685X","affiliations":[{"raw_affiliation_string":"Huawei Canada, Kingston, Canada","institution_ids":["https://openalex.org/I4210115038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017030415","display_name":"Jiahuei Lin","orcid":"https://orcid.org/0000-0002-7133-2219"},"institutions":[{"id":"https://openalex.org/I4210115038","display_name":"Huawei Technologies (Canada)","ror":"https://ror.org/026venb53","country_code":"CA","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210115038"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jiahuei (Justina) Lin","raw_affiliation_strings":["Huawei Canada, Kingston, Canada"],"raw_orcid":"https://orcid.org/0000-0002-7133-2219","affiliations":[{"raw_affiliation_string":"Huawei Canada, Kingston, Canada","institution_ids":["https://openalex.org/I4210115038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079401267","display_name":"Dayi Lin","orcid":"https://orcid.org/0000-0002-4034-6650"},"institutions":[{"id":"https://openalex.org/I4210115038","display_name":"Huawei Technologies (Canada)","ror":"https://ror.org/026venb53","country_code":"CA","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210115038"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Dayi Lin","raw_affiliation_strings":["Huawei Canada, Toronto, Canada"],"raw_orcid":"https://orcid.org/0000-0002-4034-6650","affiliations":[{"raw_affiliation_string":"Huawei Canada, Toronto, Canada","institution_ids":["https://openalex.org/I4210115038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100765845","display_name":"Haoxiang Zhang","orcid":"https://orcid.org/0000-0002-3921-1724"},"institutions":[{"id":"https://openalex.org/I4210115038","display_name":"Huawei Technologies (Canada)","ror":"https://ror.org/026venb53","country_code":"CA","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210115038"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Haoxiang Zhang","raw_affiliation_strings":["Huawei Canada, Toronto, Canada"],"raw_orcid":"https://orcid.org/0000-0002-3921-1724","affiliations":[{"raw_affiliation_string":"Huawei Canada, Toronto, Canada","institution_ids":["https://openalex.org/I4210115038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061701229","display_name":"Boyuan Chen","orcid":"https://orcid.org/0000-0001-9103-5820"},"institutions":[{"id":"https://openalex.org/I4210115038","display_name":"Huawei Technologies (Canada)","ror":"https://ror.org/026venb53","country_code":"CA","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210115038"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Bouyan Chen","raw_affiliation_strings":["Huawei Canada, Toronto, Canada"],"raw_orcid":"https://orcid.org/0000-0001-9103-5820","affiliations":[{"raw_affiliation_string":"Huawei Canada, Toronto, Canada","institution_ids":["https://openalex.org/I4210115038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091985929","display_name":"Kishanthan Thangarajah","orcid":"https://orcid.org/0000-0001-8649-6163"},"institutions":[{"id":"https://openalex.org/I4210115038","display_name":"Huawei Technologies (Canada)","ror":"https://ror.org/026venb53","country_code":"CA","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210115038"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Kishanthan Thangarajah","raw_affiliation_strings":["Huawei Canada, Toronto, Canada"],"raw_orcid":"https://orcid.org/0000-0001-8649-6163","affiliations":[{"raw_affiliation_string":"Huawei Canada, Toronto, Canada","institution_ids":["https://openalex.org/I4210115038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091586373","display_name":"Ahmed E. Hassan","orcid":"https://orcid.org/0000-0001-7749-5513"},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ahmed E. Hassan","raw_affiliation_strings":["Queen's University, Kingston, Canada"],"raw_orcid":"https://orcid.org/0000-0001-7749-5513","affiliations":[{"raw_affiliation_string":"Queen's University, Kingston, Canada","institution_ids":["https://openalex.org/I204722609"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085576468","display_name":"Zhen Ming Jiang","orcid":"https://orcid.org/0000-0002-3063-3197"},"institutions":[{"id":"https://openalex.org/I192455969","display_name":"York University","ror":"https://ror.org/05fq50484","country_code":"CA","type":"education","lineage":["https://openalex.org/I192455969"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Zhen Ming (Jack) Jiang","raw_affiliation_strings":["York University, Toronto, Canada"],"raw_orcid":"https://orcid.org/0000-0002-3063-3197","affiliations":[{"raw_affiliation_string":"York University, Toronto, Canada","institution_ids":["https://openalex.org/I192455969"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":13,"corresponding_author_ids":["https://openalex.org/A5114638172"],"corresponding_institution_ids":["https://openalex.org/I4210115038"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12607566,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"6162","last_page":"6172"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9861000180244446,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9861000180244446,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9818999767303467,"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"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9797000288963318,"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/trustworthiness","display_name":"Trustworthiness","score":0.8157403469085693},{"id":"https://openalex.org/keywords/foundation","display_name":"Foundation (evidence)","score":0.7342258095741272},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.541983962059021},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5397430658340454},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4917903244495392},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.32215040922164917},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3000076711177826},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.13473019003868103},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08782413601875305}],"concepts":[{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.8157403469085693},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.7342258095741272},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.541983962059021},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5397430658340454},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4917903244495392},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.32215040922164917},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3000076711177826},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.13473019003868103},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08782413601875305},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3711896.3736572","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3711896.3736572","pdf_url":null,"source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2505.10640","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2505.10640","pdf_url":"https://arxiv.org/pdf/2505.10640","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.1145/3711896.3736572","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3711896.3736572","pdf_url":null,"source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W2146441187","https://openalex.org/W2782864149","https://openalex.org/W3101447603","https://openalex.org/W3160674997","https://openalex.org/W3214785090","https://openalex.org/W4292213411","https://openalex.org/W4301393026","https://openalex.org/W4383681494","https://openalex.org/W4385469325","https://openalex.org/W4385570911","https://openalex.org/W4385573003","https://openalex.org/W4387321091","https://openalex.org/W4388483039","https://openalex.org/W4389519044","https://openalex.org/W4391376033","https://openalex.org/W4391876619","https://openalex.org/W4392414327","https://openalex.org/W4392681182","https://openalex.org/W4393034763","https://openalex.org/W4396843671","https://openalex.org/W4399530518","https://openalex.org/W4400222836","https://openalex.org/W4400525811","https://openalex.org/W4401863329","https://openalex.org/W4402665833","https://openalex.org/W4402675528","https://openalex.org/W4405755255","https://openalex.org/W4406266037","https://openalex.org/W4406858164"],"related_works":["https://openalex.org/W2381393187","https://openalex.org/W2332779545","https://openalex.org/W2076536433","https://openalex.org/W90316445","https://openalex.org/W2358060160","https://openalex.org/W2035483685","https://openalex.org/W1969764885","https://openalex.org/W596947562","https://openalex.org/W2793937822","https://openalex.org/W2790817834"],"abstract_inverted_index":{"Foundation":[0],"Models":[1,7],"(FMs)":[2],"such":[3],"as":[4,22],"Large":[5],"Language":[6],"(LLMs)":[8],"are":[9],"reshaping":[10],"the":[11,51,63,83,114,135,141],"software":[12],"industry":[13],"by":[14,92],"enabling":[15],"FMware,":[16],"systems":[17,91],"that":[18,37],"integrate":[19],"these":[20,126],"FMs":[21],"core":[23],"components.":[24],"In":[25],"this":[26],"KDD":[27],"2025":[28],"tutorial,":[29],"we":[30,116],"present":[31],"a":[32,39,121],"comprehensive":[33],"exploration":[34],"of":[35,42,53,137],"FMware":[36,139],"combines":[38],"curated":[40],"catalogue":[41],"challenges":[43],"with":[44,102],"real-world":[45],"production":[46],"concerns.":[47],"We":[48,60,80],"first":[49],"discuss":[50],"state":[52],"research":[54,112],"and":[55,76,100,110,120],"practice":[56],"in":[57,65,95,113,140],"building":[58],"FMware.":[59],"further":[61],"examine":[62],"difficulties":[64],"selecting":[66],"suitable":[67],"models,":[68],"aligning":[69],"high-quality":[70],"domain-specific":[71],"data,":[72],"engineering":[73],"robust":[74],"prompts,":[75],"orchestrating":[77],"autonomous":[78],"agents.":[79],"then":[81],"address":[82],"complex":[84],"journey":[85],"from":[86],"impressive":[87],"demos":[88],"to":[89,133],"production-ready":[90],"outlining":[93],"issues":[94],"system":[96],"testing,":[97],"optimization,":[98],"deployment,":[99],"integration":[101],"legacy":[103],"software.":[104],"Drawing":[105],"on":[106],"our":[107],"industrial":[108],"experience":[109],"recent":[111],"area,":[115],"provide":[117],"actionable":[118],"insights":[119],"technology":[122,143],"roadmap":[123],"for":[124],"overcoming":[125],"challenges.":[127],"Attendees":[128],"will":[129],"gain":[130],"practical":[131],"strategies":[132],"enable":[134],"creation":[136],"trustworthy":[138],"evolving":[142],"landscape.":[144]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
