{"id":"https://openalex.org/W2964988687","doi":"https://doi.org/10.1145/3343737.3343741","title":"DeepPlace","display_name":"DeepPlace","publication_year":2019,"publication_date":"2019-08-13","ids":{"openalex":"https://openalex.org/W2964988687","doi":"https://doi.org/10.1145/3343737.3343741","mag":"2964988687"},"language":"en","primary_location":{"id":"doi:10.1145/3343737.3343741","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3343737.3343741","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th ACM SIGOPS Asia-Pacific Workshop on Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1907.12916","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Subrata Mitra","orcid":null},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Subrata Mitra","raw_affiliation_strings":["Adobe Research"],"affiliations":[{"raw_affiliation_string":"Adobe Research","institution_ids":["https://openalex.org/I1306409833"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Shanka Subhra Mondal","orcid":null},"institutions":[{"id":"https://openalex.org/I145894827","display_name":"Indian Institute of Technology Kharagpur","ror":"https://ror.org/03w5sq511","country_code":"IN","type":"education","lineage":["https://openalex.org/I145894827"]},{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["IN","US"],"is_corresponding":false,"raw_author_name":"Shanka Subhra Mondal","raw_affiliation_strings":["IIT Kharagpur and Adobe Research"],"affiliations":[{"raw_affiliation_string":"IIT Kharagpur and Adobe Research","institution_ids":["https://openalex.org/I1306409833","https://openalex.org/I145894827"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Nikhil Sheoran","orcid":null},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nikhil Sheoran","raw_affiliation_strings":["Adobe Research"],"affiliations":[{"raw_affiliation_string":"Adobe Research","institution_ids":["https://openalex.org/I1306409833"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Neeraj Dhake","orcid":null},"institutions":[{"id":"https://openalex.org/I162827531","display_name":"Indian Institute of Technology Bombay","ror":"https://ror.org/02qyf5152","country_code":"IN","type":"education","lineage":["https://openalex.org/I162827531"]},{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["IN","US"],"is_corresponding":false,"raw_author_name":"Neeraj Dhake","raw_affiliation_strings":["IIT Bombay and Adobe Research"],"affiliations":[{"raw_affiliation_string":"IIT Bombay and Adobe Research","institution_ids":["https://openalex.org/I1306409833","https://openalex.org/I162827531"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ravinder Nehra","orcid":null},"institutions":[{"id":"https://openalex.org/I154851008","display_name":"Indian Institute of Technology Roorkee","ror":"https://ror.org/00582g326","country_code":"IN","type":"education","lineage":["https://openalex.org/I154851008"]},{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["IN","US"],"is_corresponding":false,"raw_author_name":"Ravinder Nehra","raw_affiliation_strings":["IIT Roorkee and Adobe Research"],"affiliations":[{"raw_affiliation_string":"IIT Roorkee and Adobe Research","institution_ids":["https://openalex.org/I1306409833","https://openalex.org/I154851008"]}]},{"author_position":"last","author":{"id":null,"display_name":"Ramanuja Simha","orcid":null},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ramanuja Simha","raw_affiliation_strings":["Oakridge National Lab and Adobe Research"],"affiliations":[{"raw_affiliation_string":"Oakridge National Lab and Adobe Research","institution_ids":["https://openalex.org/I1306409833"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I1306409833"],"apc_list":null,"apc_paid":null,"fwci":0.7037,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.78544656,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"61","last_page":"68"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9993000030517578,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9970999956130981,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9916999936103821,"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/exploit","display_name":"Exploit","score":0.7452999949455261},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.5936999917030334},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5825999975204468},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.47440001368522644},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4560999870300293},{"id":"https://openalex.org/keywords/competition","display_name":"Competition (biology)","score":0.33079999685287476}],"concepts":[{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.7452999949455261},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7445999979972839},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.5936999917030334},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5825999975204468},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.47440001368522644},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4577000141143799},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4560999870300293},{"id":"https://openalex.org/C91306197","wikidata":"https://www.wikidata.org/wiki/Q45767","display_name":"Competition (biology)","level":2,"score":0.33079999685287476},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.3111000061035156},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.28999999165534973},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.28999999165534973},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.2524999976158142}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3343737.3343741","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3343737.3343741","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th ACM SIGOPS Asia-Pacific Workshop on Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1907.12916","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1907.12916","pdf_url":"https://arxiv.org/pdf/1907.12916","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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"},{"id":"pmh:oai:dsapce.library.iitb.ac.in:100/28074","is_oa":false,"landing_page_url":"http://dspace.library.iitb.ac.in/xmlui/handle/100/28074","pdf_url":null,"source":{"id":"https://openalex.org/S4306400899","display_name":"DSpace (IIT Bombay)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I162827531","host_organization_name":"Indian Institute of Technology Bombay","host_organization_lineage":["https://openalex.org/I162827531"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1907.12916","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1907.12916","pdf_url":"https://arxiv.org/pdf/1907.12916","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1547327592","https://openalex.org/W1977655452","https://openalex.org/W1998509479","https://openalex.org/W2003859203","https://openalex.org/W2023214828","https://openalex.org/W2025549137","https://openalex.org/W2028380761","https://openalex.org/W2055748525","https://openalex.org/W2084226860","https://openalex.org/W2093941454","https://openalex.org/W2102709380","https://openalex.org/W2103981209","https://openalex.org/W2105947650","https://openalex.org/W2111556044","https://openalex.org/W2117161822","https://openalex.org/W2120422789","https://openalex.org/W2129542763","https://openalex.org/W2141992894","https://openalex.org/W2156077332","https://openalex.org/W2160121678","https://openalex.org/W2261254692","https://openalex.org/W2471288191","https://openalex.org/W2546571074","https://openalex.org/W2591726959","https://openalex.org/W2744628735","https://openalex.org/W2768254111","https://openalex.org/W2798619410","https://openalex.org/W2903485826","https://openalex.org/W3005368569","https://openalex.org/W3015423804","https://openalex.org/W3136172274","https://openalex.org/W3162118826","https://openalex.org/W4241974762","https://openalex.org/W6602406610","https://openalex.org/W6679391856"],"related_works":[],"abstract_inverted_index":{"Large":[0],"multi-tenant":[1],"production":[2],"clusters":[3],"often":[4],"have":[5],"to":[6,27,51,66],"handle":[7],"a":[8,15,47],"variety":[9,16],"of":[10,17,58],"jobs":[11,71],"and":[12,25],"applications":[13,38,59],"with":[14],"complex":[18],"resource":[19,55,68],"usage":[20,56],"characteristics.":[21],"It":[22],"is":[23],"non-trivial":[24],"non-optimal":[26],"manually":[28],"create":[29],"placement":[30],"rules":[31],"for":[32,83],"scheduling":[33],"that":[34,49],"would":[35],"decide":[36],"which":[37],"should":[39],"co-locate.":[40],"In":[41],"this":[42],"paper,":[43],"we":[44],"present":[45],"DeepPlace,":[46],"scheduler":[48],"learns":[50],"exploits":[52],"various":[53],"temporal":[54],"patterns":[57],"using":[60],"Deep":[61],"Reinforcement":[62],"Learning":[63],"(Deep":[64],"RL)":[65],"reduce":[67],"competition":[69],"across":[70],"running":[72],"in":[73],"the":[74,79],"same":[75,80],"machine":[76],"while":[77],"at":[78],"time":[81],"optimizing":[82],"overall":[84],"cluster":[85],"utilization.":[86]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2019-08-13T00:00:00"}
