{"id":"https://openalex.org/W7158037870","doi":"https://doi.org/10.1145/3805621.3807623","title":"A Case for a Simulation-Driven Exploration of Distributed GenAI Platforms","display_name":"A Case for a Simulation-Driven Exploration of Distributed GenAI Platforms","publication_year":2026,"publication_date":"2026-04-27","ids":{"openalex":"https://openalex.org/W7158037870","doi":"https://doi.org/10.1145/3805621.3807623"},"language":null,"primary_location":{"id":"doi:10.1145/3805621.3807623","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3805621.3807623","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Sixth European Workshop on Machine Learning and Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3805621.3807623","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002623098","display_name":"Animesh Trivedi","orcid":"https://orcid.org/0000-0003-3586-7168"},"institutions":[{"id":"https://openalex.org/I4210126328","display_name":"IBM Research - Zurich","ror":"https://ror.org/02js37d36","country_code":"CH","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210126328"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Animesh Trivedi","raw_affiliation_strings":["IBM Research, Zurich, Switzerland"],"raw_orcid":"https://orcid.org/0000-0003-3586-7168","affiliations":[{"raw_affiliation_string":"IBM Research, Zurich, Switzerland","institution_ids":["https://openalex.org/I4210126328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091823418","display_name":"Radu Stoica","orcid":"https://orcid.org/0009-0005-8089-866X"},"institutions":[{"id":"https://openalex.org/I4210126328","display_name":"IBM Research - Zurich","ror":"https://ror.org/02js37d36","country_code":"CH","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210126328"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Radu Stoica","raw_affiliation_strings":["IBM Research, Zurich, Switzerland"],"raw_orcid":"https://orcid.org/0009-0005-8089-866X","affiliations":[{"raw_affiliation_string":"IBM Research, Zurich, Switzerland","institution_ids":["https://openalex.org/I4210126328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069321443","display_name":"J. Cohn","orcid":null},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeremy Cohn","raw_affiliation_strings":["IBM Research, San Jose, USA"],"raw_orcid":"https://orcid.org/0009-0001-6084-4251","affiliations":[{"raw_affiliation_string":"IBM Research, San Jose, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036936298","display_name":"Danny Harnik","orcid":"https://orcid.org/0009-0000-0614-6543"},"institutions":[{"id":"https://openalex.org/I4210167297","display_name":"IBM Research - Haifa","ror":"https://ror.org/05rw9t746","country_code":"IL","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210167297"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Danny Harnik","raw_affiliation_strings":["IBM Research, Haifa, Israel"],"raw_orcid":"https://orcid.org/0009-0000-0614-6543","affiliations":[{"raw_affiliation_string":"IBM Research, Haifa, Israel","institution_ids":["https://openalex.org/I4210167297"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134846166","display_name":"Yue Zhu","orcid":"https://orcid.org/0009-0005-2207-1904"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yue Zhu","raw_affiliation_strings":["IBM Research, Yorktown, USA"],"raw_orcid":"https://orcid.org/0009-0005-2207-1904","affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000996741","display_name":"Jonathan Terner","orcid":"https://orcid.org/0009-0008-9694-5063"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jonathan Terner","raw_affiliation_strings":["IBM Research, Yorktown, USA"],"raw_orcid":"https://orcid.org/0009-0008-9694-5063","affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134832336","display_name":"Guy Margalit","orcid":"https://orcid.org/0009-0003-3013-6689"},"institutions":[{"id":"https://openalex.org/I4210143846","display_name":"Israel Cancer Association","ror":"https://ror.org/03yxd7304","country_code":"IL","type":"nonprofit","lineage":["https://openalex.org/I4210143846"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Guy Margalit","raw_affiliation_strings":["IBM Storage, Givatayim, Israel"],"raw_orcid":"https://orcid.org/0009-0003-3013-6689","affiliations":[{"raw_affiliation_string":"IBM Storage, Givatayim, Israel","institution_ids":["https://openalex.org/I4210143846"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072667879","display_name":"Frank Schmuck","orcid":null},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Frank Schmuck","raw_affiliation_strings":["IBM Research, San Jose, USA"],"raw_orcid":"https://orcid.org/0009-0002-5691-0284","affiliations":[{"raw_affiliation_string":"IBM Research, San Jose, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045054131","display_name":"Vasily Tarasov","orcid":"https://orcid.org/0000-0003-1424-9977"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vasily Tarasov","raw_affiliation_strings":["IBM Research, San Jose, USA"],"raw_orcid":"https://orcid.org/0000-0003-1424-9977","affiliations":[{"raw_affiliation_string":"IBM Research, San Jose, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5099587073","display_name":"Swaminathan Sundararaman","orcid":"https://orcid.org/0000-0003-4468-3061"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Swaminathan Sundararaman","raw_affiliation_strings":["IBM Research, San Jose, USA"],"raw_orcid":"https://orcid.org/0000-0003-4468-3061","affiliations":[{"raw_affiliation_string":"IBM Research, San Jose, USA","institution_ids":["https://openalex.org/I1341412227"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5002623098"],"corresponding_institution_ids":["https://openalex.org/I4210126328"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.94563465,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"286","last_page":"295"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10904","display_name":"Embedded Systems Design Techniques","score":0.383899986743927,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10904","display_name":"Embedded Systems Design Techniques","score":0.383899986743927,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10933","display_name":"Real-Time Systems Scheduling","score":0.08299999684095383,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.05530000105500221,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/scheduling","display_name":"Scheduling (production processes)","score":0.5593000054359436},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5009999871253967},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.48570001125335693},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.38029998540878296},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.31850001215934753}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7160999774932861},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5593000054359436},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5009999871253967},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.48570001125335693},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4332999885082245},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4043000042438507},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.38029998540878296},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.31850001215934753},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.30000001192092896},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.2962000072002411},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.29510000348091125},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.28760001063346863},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.263700008392334},{"id":"https://openalex.org/C47487241","wikidata":"https://www.wikidata.org/wiki/Q5227230","display_name":"Data access","level":2,"score":0.257099986076355}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3805621.3807623","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3805621.3807623","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Sixth European Workshop on Machine Learning and Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3805621.3807623","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3805621.3807623","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Sixth European Workshop on Machine Learning and Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.4693552553653717,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2970959587","https://openalex.org/W4385825586","https://openalex.org/W4400081210","https://openalex.org/W4401211704","https://openalex.org/W4404848672","https://openalex.org/W4405114800","https://openalex.org/W4408738433","https://openalex.org/W4411403202","https://openalex.org/W4412915583","https://openalex.org/W4413120574","https://openalex.org/W4414736234","https://openalex.org/W4415821280","https://openalex.org/W7077869950","https://openalex.org/W7082968261","https://openalex.org/W7138390671"],"related_works":[],"abstract_inverted_index":{"The":[0],"rapid":[1],"adoption":[2],"of":[3,12],"Generative":[4],"AI":[5],"(GenAI)":[6],"workloads":[7],"has":[8],"driven":[9],"the":[10,23,59],"emergence":[11],"inference":[13],"serving":[14],"platforms":[15],"like":[16],"llm-d":[17],"and":[18,37,44,67],"Nvidia":[19],"Dynamo.":[20],"However,":[21],"exploring":[22],"design":[24],"space":[25],"for":[26,30],"these":[27],"platforms,":[28],"especially":[29],"large-scale,":[31],"multi-layer":[32],"optimizations,":[33],"remains":[34],"prohibitively":[35],"expensive":[36],"slow":[38],"due":[39],"to":[40,57],"limited":[41],"hardware":[42,63],"access":[43],"high":[45],"engineering":[46],"overheads.":[47],"Current":[48],"evaluation":[49],"methods":[50],"often":[51],"focus":[52],"on":[53],"isolated":[54],"components,":[55,64],"failing":[56],"capture":[58],"complex":[60],"interplay":[61],"between":[62],"scheduling":[65],"policies,":[66],"dynamic":[68],"GenAI":[69],"workloads.":[70]},"counts_by_year":[],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2026-04-30T00:00:00"}