{"id":"https://openalex.org/W4412066066","doi":"https://doi.org/10.1145/3706594.3726967","title":"HEEPstor: an Open-Hardware Co-design Framework for Quantized Machine Learning at the Edge","display_name":"HEEPstor: an Open-Hardware Co-design Framework for Quantized Machine Learning at the Edge","publication_year":2025,"publication_date":"2025-05-28","ids":{"openalex":"https://openalex.org/W4412066066","doi":"https://doi.org/10.1145/3706594.3726967"},"language":"en","primary_location":{"id":"doi:10.1145/3706594.3726967","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3706594.3726967","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 22nd ACM International Conference on Computing Frontiers: Workshops and Special Sessions","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://infoscience.epfl.ch/bitstreams/9dfedf13-015b-430c-89d4-e7e7ab271143/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084471346","display_name":"Pedro Palacios","orcid":"https://orcid.org/0009-0004-1667-4605"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Pedro Palacios","raw_affiliation_strings":["ESL, EPFL, Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0009-0004-1667-4605","affiliations":[{"raw_affiliation_string":"ESL, EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040240246","display_name":"Rafael Medina","orcid":"https://orcid.org/0000-0002-1349-5351"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Rafael Medina","raw_affiliation_strings":["ESL, EPFL, Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-1349-5351","affiliations":[{"raw_affiliation_string":"ESL, EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044467469","display_name":"Giovanni Ansaloni","orcid":"https://orcid.org/0000-0002-8940-3775"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Giovanni Ansaloni","raw_affiliation_strings":["ESL, EPFL, Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-8940-3775","affiliations":[{"raw_affiliation_string":"ESL, EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074236306","display_name":"David Atienza","orcid":"https://orcid.org/0000-0001-9536-4947"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"David Atienza","raw_affiliation_strings":["ESL, EPFL, Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0000-0001-9536-4947","affiliations":[{"raw_affiliation_string":"ESL, EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5084471346"],"corresponding_institution_ids":["https://openalex.org/I5124864"],"apc_list":null,"apc_paid":null,"fwci":2.1546,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.86539846,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"22","last_page":"25"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9940000176429749,"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 Optimization Techniques","score":0.9940000176429749,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.989799976348877,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10036","display_name":"Advanced Neural Network Applications","score":0.9890000224113464,"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/co-design","display_name":"Co-design","score":0.6976525783538818},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6592639684677124},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5528190732002258},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.4239358901977539},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.38351547718048096},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.3243459463119507},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24185624718666077}],"concepts":[{"id":"https://openalex.org/C180962459","wikidata":"https://www.wikidata.org/wiki/Q1038171","display_name":"Co-design","level":2,"score":0.6976525783538818},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6592639684677124},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5528190732002258},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.4239358901977539},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.38351547718048096},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.3243459463119507},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24185624718666077}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3706594.3726967","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3706594.3726967","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 22nd ACM International Conference on Computing Frontiers: Workshops and Special Sessions","raw_type":"proceedings-article"},{"id":"pmh:oai:infoscience.epfl.ch:20.500.14299/248681","is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/248681","pdf_url":"https://infoscience.epfl.ch/bitstreams/9dfedf13-015b-430c-89d4-e7e7ab271143/download","source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference proceedings"}],"best_oa_location":{"id":"pmh:oai:infoscience.epfl.ch:20.500.14299/248681","is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/248681","pdf_url":"https://infoscience.epfl.ch/bitstreams/9dfedf13-015b-430c-89d4-e7e7ab271143/download","source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference proceedings"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4412066066.pdf"},"referenced_works_count":9,"referenced_works":["https://openalex.org/W2551151849","https://openalex.org/W2963122961","https://openalex.org/W3042468132","https://openalex.org/W3137147200","https://openalex.org/W4295312788","https://openalex.org/W4322761281","https://openalex.org/W4381050415","https://openalex.org/W4386763938","https://openalex.org/W4410887796"],"related_works":["https://openalex.org/W2052899165","https://openalex.org/W2008562718","https://openalex.org/W1495971547","https://openalex.org/W2067604523","https://openalex.org/W2602089430","https://openalex.org/W2154510413","https://openalex.org/W2386935432","https://openalex.org/W2066556921","https://openalex.org/W4389155839","https://openalex.org/W4302362965"],"abstract_inverted_index":{"Edge-AI":[0],"applications":[1],"necessitate":[2],"the":[3,19,27,55],"joint":[4],"application":[5,71],"of":[6,21,29,57],"hardware":[7,34],"acceleration":[8],"and":[9,15],"software":[10],"optimization":[11],"to":[12],"meet":[13],"energy":[14],"area":[16],"constraints.":[17],"However,":[18],"co-design":[20,51],"these":[22],"systems":[23,64],"is":[24],"hindered":[25],"by":[26,37,72],"lack":[28],"integration":[30],"options":[31],"for":[32,77,91],"novel":[33],"prototypes":[35],"offered":[36],"commonly":[38],"employed":[39],"Machine":[40],"Learning":[41],"frameworks.":[42],"Bridging":[43],"this":[44],"gap,":[45],"we":[46],"present":[47],"HEEPstor,":[48],"an":[49],"open-hardware":[50],"framework":[52],"that":[53],"enables":[54],"deployment":[56],"quantized,":[58],"PyTorch-defined":[59],"models":[60,76],"on":[61,80],"heterogeneous":[62],"RISC-V":[63],"interfacing":[65],"custom":[66],"accelerators.":[67],"We":[68],"demonstrate":[69],"its":[70,89],"executing":[73],"quantized":[74],"ML":[75],"image":[78],"classification":[79],"a":[81],"X-HEEP":[82],"platform":[83],"integrating":[84],"tailored":[85],"systolic":[86],"arrays,":[87],"showcasing":[88],"flexibility":[90],"hardware-software":[92],"explorations.":[93]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
