{"id":"https://openalex.org/W2985229340","doi":"https://doi.org/10.1145/3357526.3357532","title":"Co-ML: a case for Co llaborative ML acceleration using near-data processing","display_name":"Co-ML: a case for Co llaborative ML acceleration using near-data processing","publication_year":2019,"publication_date":"2019-09-30","ids":{"openalex":"https://openalex.org/W2985229340","doi":"https://doi.org/10.1145/3357526.3357532","mag":"2985229340"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1145/3357526.3357532","pdf_url":null,"source":{"id":"https://openalex.org/S4306524191","display_name":"Proceedings of the International Symposium on Memory Systems","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"proceedings-article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043935249","display_name":"Shaizeen Aga","orcid":"https://orcid.org/0000-0001-9552-0508"},"institutions":[{"id":"https://openalex.org/I1311921367","display_name":"Advanced Micro Devices (Canada)","ror":"https://ror.org/02yh0k313","country_code":"CA","type":"company","lineage":["https://openalex.org/I1311921367","https://openalex.org/I4210137977"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Shaizeen Aga","raw_affiliation_string":"Advanced Micro Devices Inc.","raw_affiliation_strings":["Advanced Micro Devices Inc."]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060736283","display_name":"Nuwan Jayasena","orcid":"https://orcid.org/0009-0005-2973-9479"},"institutions":[{"id":"https://openalex.org/I1311921367","display_name":"Advanced Micro Devices (Canada)","ror":"https://ror.org/02yh0k313","country_code":"CA","type":"company","lineage":["https://openalex.org/I1311921367","https://openalex.org/I4210137977"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Nuwan Jayasena","raw_affiliation_string":"Advanced Micro Devices Inc.","raw_affiliation_strings":["Advanced Micro Devices Inc."]},{"author_position":"last","author":{"id":"https://openalex.org/A5006421293","display_name":"Mike Ignatowski","orcid":null},"institutions":[{"id":"https://openalex.org/I1311921367","display_name":"Advanced Micro Devices (Canada)","ror":"https://ror.org/02yh0k313","country_code":"CA","type":"company","lineage":["https://openalex.org/I1311921367","https://openalex.org/I4210137977"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mike Ignatowski","raw_affiliation_string":"Advanced Micro Devices Inc.","raw_affiliation_strings":["Advanced Micro Devices Inc."]}],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"has_fulltext":false,"cited_by_count":10,"cited_by_percentile_year":{"min":88,"max":89},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Performance Optimization","score":0.9993,"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/T10054","display_name":"Parallel Computing and Performance Optimization","score":0.9993,"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/T11181","display_name":"Distributed Storage Systems and Network Coding","score":0.999,"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/T13553","display_name":"Optimizing Information Freshness in Communication Networks","score":0.9978,"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":[{"keyword":"processing","score":0.3769},{"keyword":"acceleration","score":0.3277},{"keyword":"near-data","score":0.25}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7829088},{"id":"https://openalex.org/C43364308","wikidata":"https://www.wikidata.org/wiki/Q8799","display_name":"Byte","level":2,"score":0.7596308},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.754243},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.68292487},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.5830234},{"id":"https://openalex.org/C117896860","wikidata":"https://www.wikidata.org/wiki/Q11376","display_name":"Acceleration","level":2,"score":0.5468726},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4323398},{"id":"https://openalex.org/C459310","wikidata":"https://www.wikidata.org/wiki/Q117801","display_name":"Computational science","level":1,"score":0.35037905},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.28328738},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.26099014},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08208096},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1145/3357526.3357532","pdf_url":null,"source":{"id":"https://openalex.org/S4306524191","display_name":"Proceedings of the International Symposium on Memory Systems","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[],"grants":[],"referenced_works_count":13,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2093524602","https://openalex.org/W2442974303","https://openalex.org/W2518511512","https://openalex.org/W2605347906","https://openalex.org/W2606722458","https://openalex.org/W2765234579","https://openalex.org/W2801000640","https://openalex.org/W2809205380","https://openalex.org/W2883929540","https://openalex.org/W2896090304","https://openalex.org/W2899803112","https://openalex.org/W3125484574"],"related_works":["https://openalex.org/W2405661381","https://openalex.org/W3042604642","https://openalex.org/W121858127","https://openalex.org/W2165263102","https://openalex.org/W4289329995","https://openalex.org/W2373574911","https://openalex.org/W2775143306","https://openalex.org/W2046727832","https://openalex.org/W2012747176","https://openalex.org/W4247895841"],"ngrams_url":"https://api.openalex.org/works/W2985229340/ngrams","abstract_inverted_index":{"The":[0,19],"growing":[1],"importance":[2],"of":[3,12,21,29,80],"Machine":[4],"Learning":[5],"(ML)":[6],"has":[7],"led":[8],"to":[9,68],"a":[10,43],"proliferation":[11],"accelerator":[13],"designs":[14,23],"that":[15,51,58,101],"target":[16],"ML":[17,30,52],"workloads.":[18],"majority":[20],"these":[22],"focus":[24],"on":[25],"accelerating":[26],"compute-intensive":[27],"regions":[28],"workloads":[31,53],"such":[32,81,104],"as":[33,93],"general":[34],"matrix":[35],"multiplications":[36],"(GEMMs)":[37],"and":[38,63],"convolutions.":[39],"While":[40],"this":[41,49],"is":[42],"legitimate":[44],"approach,":[45],"we":[46,74],"observe":[47,76],"in":[48],"work":[50],"also":[54,75],"comprise":[55],"data-intensive":[56],"computations":[57,82],"manifest":[59],"low":[60],"compute-to-byte":[61],"ratios":[62],"can":[64,102],"often":[65,95],"contribute":[66],"considerably":[67],"the":[69,78],"total":[70],"execution":[71],"time.":[72],"Further,":[73],"that,":[77],"presence":[79],"opens":[83],"up":[84],"an":[85],"exciting":[86],"opportunity":[87],"for":[88,97],"near-data":[89],"processing":[90],"(NDP)":[91],"architectures":[92],"they":[94],"provision":[96],"higher":[98],"memory":[99],"bandwidth":[100],"benefit":[103],"computations.":[105]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2985229340","counts_by_year":[{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":1}],"updated_date":"2024-03-22T13:06:01.224894","created_date":"2019-11-22"}