{"id":"https://openalex.org/W4386585194","doi":"https://doi.org/10.1145/3569951.3597596","title":"Deep Learning Benchmark Studies on an Advanced AI Engineering Testbed from the Open Compass Project","display_name":"Deep Learning Benchmark Studies on an Advanced AI Engineering Testbed from the Open Compass Project","publication_year":2023,"publication_date":"2023-07-23","ids":{"openalex":"https://openalex.org/W4386585194","doi":"https://doi.org/10.1145/3569951.3597596"},"language":"en","primary_location":{"id":"doi:10.1145/3569951.3597596","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3569951.3597596","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3569951.3597596","source":{"id":"https://openalex.org/S4306523034","display_name":"Practice and Experience in Advanced Research Computing","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Practice and Experience in Advanced Research Computing","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3569951.3597596","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065726189","display_name":"Mei-Yu Wang","orcid":"https://orcid.org/0000-0002-8226-6237"},"institutions":[{"id":"https://openalex.org/I35765314","display_name":"Pittsburgh Supercomputing Center","ror":"https://ror.org/04tac1482","country_code":"US","type":"facility","lineage":["https://openalex.org/I35765314"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mei-Yu Wang","raw_affiliation_strings":["Pittsburgh Supercomputing Center, USA"],"raw_orcid":"https://orcid.org/0000-0002-8226-6237","affiliations":[{"raw_affiliation_string":"Pittsburgh Supercomputing Center, USA","institution_ids":["https://openalex.org/I35765314"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054392649","display_name":"Julian Uran","orcid":"https://orcid.org/0000-0002-4229-5092"},"institutions":[{"id":"https://openalex.org/I35765314","display_name":"Pittsburgh Supercomputing Center","ror":"https://ror.org/04tac1482","country_code":"US","type":"facility","lineage":["https://openalex.org/I35765314"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Julian Uran","raw_affiliation_strings":["Pittsburgh Supercomputing Center, USA"],"raw_orcid":"https://orcid.org/0000-0002-4229-5092","affiliations":[{"raw_affiliation_string":"Pittsburgh Supercomputing Center, USA","institution_ids":["https://openalex.org/I35765314"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070778782","display_name":"Paola A. Buitrago","orcid":"https://orcid.org/0000-0001-5023-8410"},"institutions":[{"id":"https://openalex.org/I35765314","display_name":"Pittsburgh Supercomputing Center","ror":"https://ror.org/04tac1482","country_code":"US","type":"facility","lineage":["https://openalex.org/I35765314"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paola Buitrago","raw_affiliation_strings":["Pittsburgh Supercomputing Center, USA"],"raw_orcid":"https://orcid.org/0000-0001-5023-8410","affiliations":[{"raw_affiliation_string":"Pittsburgh Supercomputing Center, USA","institution_ids":["https://openalex.org/I35765314"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5065726189"],"corresponding_institution_ids":["https://openalex.org/I35765314"],"apc_list":null,"apc_paid":null,"fwci":0.471,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.64848216,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"255","last_page":"259"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9984999895095825,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9984999895095825,"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"}},{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9959999918937683,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.991599977016449,"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/testbed","display_name":"Testbed","score":0.8720237612724304},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.8579081296920776},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7674912810325623},{"id":"https://openalex.org/keywords/compass","display_name":"Compass","score":0.7289625406265259},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7202604413032532},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6188775897026062},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5656937956809998},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.5295038223266602},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3311294913291931},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.15428638458251953},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.10514259338378906}],"concepts":[{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.8720237612724304},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.8579081296920776},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7674912810325623},{"id":"https://openalex.org/C2778361833","wikidata":"https://www.wikidata.org/wiki/Q34735","display_name":"Compass","level":2,"score":0.7289625406265259},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7202604413032532},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6188775897026062},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5656937956809998},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.5295038223266602},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3311294913291931},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.15428638458251953},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.10514259338378906},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3569951.3597596","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3569951.3597596","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3569951.3597596","source":{"id":"https://openalex.org/S4306523034","display_name":"Practice and Experience in Advanced Research Computing","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Practice and Experience in Advanced Research Computing","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3569951.3597596","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3569951.3597596","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3569951.3597596","source":{"id":"https://openalex.org/S4306523034","display_name":"Practice and Experience in Advanced Research Computing","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Practice and Experience in Advanced Research Computing","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.4399999976158142,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386585194.pdf","grobid_xml":"https://content.openalex.org/works/W4386585194.grobid-xml"},"referenced_works_count":6,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W3127464728","https://openalex.org/W4250129151","https://openalex.org/W4284975144","https://openalex.org/W4320080578","https://openalex.org/W6739901393"],"related_works":["https://openalex.org/W2206872286","https://openalex.org/W2883256816","https://openalex.org/W2382913035","https://openalex.org/W2113447385","https://openalex.org/W2391335452","https://openalex.org/W2171408034","https://openalex.org/W3003320923","https://openalex.org/W2360876323","https://openalex.org/W2106140982","https://openalex.org/W2122695655"],"abstract_inverted_index":{"We":[0,36,46],"present":[1],"the":[2],"Open":[3],"Compass":[4],"project\u2019s":[5],"pilot":[6],"deep":[7,42],"learning":[8,43],"benchmark":[9],"results":[10],"with":[11,65],"various":[12,41],"AI":[13,63],"accelerators.":[14],"Those":[15],"accelerators":[16,29,64],"are":[17],"NVIDIA":[18],"V-100":[19],"and":[20,34,54,59],"A-100,":[21],"AMD":[22],"MI100,":[23],"as":[24,26,31],"well":[25],"emerging":[27],"novel":[28,62],"such":[30],"Cerebras":[32],"CS-2":[33],"Graphcore.":[35],"evaluate":[37],"their":[38],"performance":[39],"on":[40],"training":[44],"tasks.":[45],"then":[47],"discuss":[48],"key":[49],"insights":[50],"from":[51],"our":[52,66],"experiments":[53],"share":[55],"experiences":[56],"about":[57],"evaluating":[58],"integrating":[60],"those":[61],"supercomputing":[67],"systems.":[68]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
