{"id":"https://openalex.org/W7163555962","doi":"https://doi.org/10.23919/date69613.2026.11539616","title":"Optimize edge AI processing through innovative compilation techniques","display_name":"Optimize edge AI processing through innovative compilation techniques","publication_year":2026,"publication_date":"2026-04-20","ids":{"openalex":"https://openalex.org/W7163555962","doi":"https://doi.org/10.23919/date69613.2026.11539616"},"language":null,"primary_location":{"id":"doi:10.23919/date69613.2026.11539616","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date69613.2026.11539616","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 Design, Automation &amp;amp; Test in Europe Conference (DATE)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5120985038","display_name":"Shreya Alladi","orcid":null},"institutions":[{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Shreya Alladi","raw_affiliation_strings":["University of Murcia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Murcia","institution_ids":["https://openalex.org/I80180929"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093264943","display_name":"Alexandre Lopoukhine","orcid":null},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alexandre Lopoukhine","raw_affiliation_strings":["University of Cambridge"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cambridge","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119450648","display_name":"Georgios Alexandris","orcid":null},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Georgios Alexandris","raw_affiliation_strings":["National Technical University of Athens"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Technical University of Athens","institution_ids":["https://openalex.org/I174458059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137888930","display_name":"Andrea Nardi-Dei","orcid":null},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Andrea Nardi-Dei","raw_affiliation_strings":["Eindhoven University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eindhoven University of Technology","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126613048","display_name":"Ravikiran Ravindranath Reddy","orcid":null},"institutions":[{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ravikiran Ravindranath Reddy","raw_affiliation_strings":["University of Murcia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Murcia","institution_ids":["https://openalex.org/I80180929"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137907100","display_name":"Christos P. Lamprakos","orcid":null},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Christos P. Lamprakos","raw_affiliation_strings":["National Technical University of Athens"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Technical University of Athens","institution_ids":["https://openalex.org/I174458059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118664101","display_name":"Panagiotis Chaidos","orcid":null},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Panagiotis Chaidos","raw_affiliation_strings":["National Technical University of Athens"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Technical University of Athens","institution_ids":["https://openalex.org/I174458059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137905275","display_name":"Alexis Maras","orcid":null},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Alexis Maras","raw_affiliation_strings":["National Technical University of Athens"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Technical University of Athens","institution_ids":["https://openalex.org/I174458059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137911699","display_name":"Alberto Ros","orcid":null},"institutions":[{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Alberto Ros","raw_affiliation_strings":["University of Murcia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Murcia","institution_ids":["https://openalex.org/I80180929"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055618037","display_name":"Tobias Grosser","orcid":"https://orcid.org/0000-0003-3874-6003"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Tobias Grosser","raw_affiliation_strings":["University of Cambridge"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cambridge","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076432415","display_name":"Sotirios Xydis","orcid":"https://orcid.org/0000-0003-3151-2730"},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Sotirios Xydis","raw_affiliation_strings":["National Technical University of Athens"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Technical University of Athens","institution_ids":["https://openalex.org/I174458059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043131021","display_name":"Dimitrios Soudris","orcid":"https://orcid.org/0000-0002-6930-6847"},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Dimitrios Soudris","raw_affiliation_strings":["National Technical University of Athens"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Technical University of Athens","institution_ids":["https://openalex.org/I174458059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063550119","display_name":"Marc Geilen","orcid":"https://orcid.org/0000-0002-2629-3249"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Marc Geilen","raw_affiliation_strings":["Eindhoven University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eindhoven University of Technology","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136048485","display_name":"Sander Stuijk","orcid":null},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Sander Stuijk","raw_affiliation_strings":["Eindhoven University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eindhoven University of Technology","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081768631","display_name":"Henk Corporaal","orcid":"https://orcid.org/0000-0003-4506-5732"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Henk Corporaal","raw_affiliation_strings":["Eindhoven University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eindhoven University of Technology","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039379608","display_name":"Alexandra Jimborean","orcid":"https://orcid.org/0000-0001-8642-2447"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Alexandra Jimborean","raw_affiliation_strings":["Eindhoven University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eindhoven University of Technology","institution_ids":["https://openalex.org/I83019370"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.13590000569820404,"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":0.13590000569820404,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.03610000014305115,"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"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.03440000116825104,"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/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4198000133037567},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.30000001192092896},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.2976999878883362},{"id":"https://openalex.org/keywords/data-processing","display_name":"Data processing","score":0.296999990940094},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.27070000767707825}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.642799973487854},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4198000133037567},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36469998955726624},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.33169999718666077},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.30000001192092896},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.2976999878883362},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.296999990940094},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.27070000767707825},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.25780001282691956},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.2542000114917755},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.2535000145435333}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/date69613.2026.11539616","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date69613.2026.11539616","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 Design, Automation &amp;amp; Test in Europe Conference (DATE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.448077917098999}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1883303451","https://openalex.org/W2091158003","https://openalex.org/W2131219594","https://openalex.org/W2921126577","https://openalex.org/W3013692244","https://openalex.org/W3122286897","https://openalex.org/W4246166885","https://openalex.org/W4254858708","https://openalex.org/W4308083742","https://openalex.org/W4312490412","https://openalex.org/W4391623922","https://openalex.org/W4394569784","https://openalex.org/W4401612573","https://openalex.org/W4403296883","https://openalex.org/W4407245202","https://openalex.org/W4407863036","https://openalex.org/W4411260257","https://openalex.org/W4416963670","https://openalex.org/W7131093401","https://openalex.org/W7131116045"],"related_works":[],"abstract_inverted_index":{"Heterogeneous":[0],"architectures":[1,35],"became":[2],"a":[3,62,154],"compelling":[4],"choice":[5],"for":[6,29,66,106,123,144,150,173,186],"edge":[7,108],"processors":[8],"executing":[9],"complex":[10,39,141],"DNN":[11],"workloads,":[12],"as":[13],"they":[14],"provide":[15],"an":[16,119],"ideal":[17],"blend":[18],"of":[19,102,140,166],"openness,":[20],"customization,":[21],"energy-efficient":[22],"heterogeneity,":[23],"and":[24,48,57,82,86,95,138,176,180,200,221,224,228],"scalable":[25],"performance.":[26,205],"Compiler":[27],"optimization":[28,214],"DNNs":[30],"on":[31,136],"heterogeneous":[32,68,107,183],"System-on-Chip":[33],"(SoC)":[34],"however,":[36],"must":[37],"navigate":[38],"hardware-software":[40],"co-design,":[41],"data":[42,128,229],"movement":[43],"minimization,":[44],"aggressive":[45],"parallelism":[46],"exploitation,":[47],"advanced":[49,187],"static/dynamic":[50],"code":[51,147],"transformations":[52],"to":[53,78,84,98,202],"deliver":[54],"high":[55],"performance":[56],"energy":[58,194,217],"efficiency.This":[59],"paper":[60],"presents":[61],"novel":[63,155],"compiler":[64],"ecosystem":[65],"highly":[67],"SoCs":[69],"with":[70],"multiple":[71],"back-end":[72],"targets,":[73],"spanning":[74],"from":[75],"typical":[76],"CPUs,":[77],"programmable":[79],"RISC-V":[80,157],"clusters":[81],"up":[83,201],"dedicated":[85],"reconfigurable":[87],"accelerators.":[88],"It":[89],"puts":[90],"together":[91],"static":[92],"analysis,":[93],"optimization,":[94,223],"scheduling":[96,171,181],"infrastructure":[97],"overcome":[99],"the":[100,197],"limitations":[101],"current":[103],"state-of-the-art":[104],"tools":[105],"AI":[109],"processors.":[110],"Our":[111],"compilation":[112,210],"pipeline":[113],"introduces":[114],"several":[115],"innovative":[116],"features:":[117],"(1)":[118],"automatic":[120],"end-to-end":[121],"flow":[122],"RISC-V-based":[124],"platforms,":[125],"(2)":[126],"efficient":[127],"layout":[129,148],"remapping":[130],"(reducing":[131],"memory":[132,220,226],"footprint":[133,227],"by":[134],"35%":[135],"average)":[137],"recognition":[139],"ternary":[142],"reductions":[143],"auto-vectorization,":[145],"(3)":[146],"adaptation":[149],"hardware":[151],"simplification,":[152],"(4)":[153],"MLIR-based":[156],"backend":[158],"supporting":[159],"optimized":[160],"matrix-multiplication":[161],"micro-kernels":[162],"that":[163,211],"reach":[164],"90%":[165],"peak":[167],"performance,":[168],"(5)":[169],"periodic":[170],"capabilities":[172],"layer-fused":[174],"CNNs,":[175],"(6)":[177],"automated":[178],"mapping":[179],"onto":[182],"CGRA":[184],"templates":[185],"parallel":[188],"kernel":[189],"execution,":[190],"delivering":[191],"33%":[192],"higher":[193,204],"efficiency":[195],"than":[196],"scalar":[198],"implementation":[199],"3.6\u00d7":[203],"These":[206],"advances":[207],"enable":[208],"hardware-aware":[209],"reduces":[212],"manual":[213],"effort,":[215],"lowers":[216],"consumption":[218],"through":[219],"computation":[222],"minimizes":[225],"transfers.":[230]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-06-05T00:00:00"}
