{"id":"https://openalex.org/W4400682287","doi":"https://doi.org/10.1145/3672198.3673793","title":"Proof-of-Concept of a Flexible and High-Fidelity Approach to Distributed DNN Training Emulation","display_name":"Proof-of-Concept of a Flexible and High-Fidelity Approach to Distributed DNN Training Emulation","publication_year":2024,"publication_date":"2024-07-16","ids":{"openalex":"https://openalex.org/W4400682287","doi":"https://doi.org/10.1145/3672198.3673793"},"language":"en","primary_location":{"id":"doi:10.1145/3672198.3673793","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3672198.3673793","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 SIGCOMM Workshop on Networks for AI Computing","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3672198.3673793","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064329412","display_name":"Banruo Liu","orcid":"https://orcid.org/0009-0002-9932-6096"},"institutions":[{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN","SA"],"is_corresponding":true,"raw_author_name":"Banruo Liu","raw_affiliation_strings":["Tsinghua University and interning at KAUST"],"affiliations":[{"raw_affiliation_string":"Tsinghua University and interning at KAUST","institution_ids":["https://openalex.org/I99065089","https://openalex.org/I71920554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031964316","display_name":"Mubarak Adetunji Ojewale","orcid":"https://orcid.org/0000-0003-3861-1782"},"institutions":[{"id":"https://openalex.org/I4210099236","display_name":"Kootenay Association for Science & Technology","ror":"https://ror.org/011pv9p44","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210099236"]},{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["CA","SA"],"is_corresponding":false,"raw_author_name":"Mubarak Adetunji Ojewale","raw_affiliation_strings":["KAUST"],"affiliations":[{"raw_affiliation_string":"KAUST","institution_ids":["https://openalex.org/I4210099236","https://openalex.org/I71920554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101256230","display_name":"Yuhan Ding","orcid":"https://orcid.org/0009-0000-2829-0319"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhan Ding","raw_affiliation_strings":["Tsinghua University"],"affiliations":[{"raw_affiliation_string":"Tsinghua University","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042255975","display_name":"Marco Canini","orcid":"https://orcid.org/0000-0002-5051-4283"},"institutions":[{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]},{"id":"https://openalex.org/I4210099236","display_name":"Kootenay Association for Science & Technology","ror":"https://ror.org/011pv9p44","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210099236"]}],"countries":["CA","SA"],"is_corresponding":false,"raw_author_name":"Marco Canini","raw_affiliation_strings":["KAUST"],"affiliations":[{"raw_affiliation_string":"KAUST","institution_ids":["https://openalex.org/I4210099236","https://openalex.org/I71920554"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5064329412"],"corresponding_institution_ids":["https://openalex.org/I71920554","https://openalex.org/I99065089"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.10730392,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"3"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14470","display_name":"Advanced Data Processing Techniques","score":0.9878000020980835,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14470","display_name":"Advanced Data Processing Techniques","score":0.9878000020980835,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12216","display_name":"Network Time Synchronization Technologies","score":0.9510999917984009,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9298999905586243,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/emulation","display_name":"Emulation","score":0.9342541694641113},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7694274187088013},{"id":"https://openalex.org/keywords/fidelity","display_name":"Fidelity","score":0.6710783243179321},{"id":"https://openalex.org/keywords/proof-of-concept","display_name":"Proof of concept","score":0.6131331920623779},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.6028740406036377},{"id":"https://openalex.org/keywords/high-fidelity","display_name":"High fidelity","score":0.4531266689300537},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.37920552492141724},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.35011017322540283},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.24916720390319824},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1128571629524231},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08060407638549805},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.06968313455581665}],"concepts":[{"id":"https://openalex.org/C149810388","wikidata":"https://www.wikidata.org/wiki/Q5374873","display_name":"Emulation","level":2,"score":0.9342541694641113},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7694274187088013},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.6710783243179321},{"id":"https://openalex.org/C124978682","wikidata":"https://www.wikidata.org/wiki/Q1201019","display_name":"Proof of concept","level":2,"score":0.6131331920623779},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.6028740406036377},{"id":"https://openalex.org/C113364801","wikidata":"https://www.wikidata.org/wiki/Q26674","display_name":"High fidelity","level":2,"score":0.4531266689300537},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.37920552492141724},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.35011017322540283},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.24916720390319824},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1128571629524231},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08060407638549805},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.06968313455581665},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3672198.3673793","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3672198.3673793","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 SIGCOMM Workshop on Networks for AI Computing","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3672198.3673793","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3672198.3673793","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 SIGCOMM Workshop on Networks for AI Computing","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W2809353470","https://openalex.org/W3096425133","https://openalex.org/W3117684406","https://openalex.org/W4390051523"],"related_works":["https://openalex.org/W4313443006","https://openalex.org/W2945374968","https://openalex.org/W4385452045","https://openalex.org/W4293777179","https://openalex.org/W2164070813","https://openalex.org/W2135608140","https://openalex.org/W2895525995","https://openalex.org/W4224231624","https://openalex.org/W3159316010","https://openalex.org/W2332512904"],"abstract_inverted_index":{"We":[0,14],"propose":[1],"NeuronaBox,":[2],"a":[3,30,50],"flexible,":[4],"user-friendly,":[5],"and":[6,35,77],"high-fidelity":[7],"approach":[8],"to":[9,17,24],"emulate":[10,36],"DNN":[11],"training":[12,27],"workloads.":[13],"argue":[15],"that":[16,54],"accurately":[18],"observe":[19],"performance,":[20],"it":[21],"is":[22],"possible":[23],"execute":[25],"the":[26,37,43,57,74,78],"workload":[28],"on":[29],"subset":[31],"of":[32,59,69],"real":[33,79],"nodes":[34],"networked":[38],"execution":[39],"environment":[40],"along":[41],"with":[42,62,65],"collective":[44],"communication":[45],"operations.":[46],"Initial":[47],"results":[48],"from":[49],"proof-of-concept":[51],"implementation":[52],"show":[53],"NeuronaBox":[55],"replicates":[56],"behavior":[58],"actual":[60],"systems":[61],"high":[63],"accuracy,":[64],"an":[66],"error":[67],"margin":[68],"less":[70],"than":[71],"1%":[72],"between":[73],"emulated":[75],"measurements":[76],"system.":[80]},"counts_by_year":[],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}