{"id":"https://openalex.org/W7163591730","doi":"https://doi.org/10.23919/date69613.2026.11539745","title":"Late Breaking Results: Conversion of Neural Networks into Logic Flows for Edge Computing","display_name":"Late Breaking Results: Conversion of Neural Networks into Logic Flows for Edge Computing","publication_year":2026,"publication_date":"2026-04-20","ids":{"openalex":"https://openalex.org/W7163591730","doi":"https://doi.org/10.23919/date69613.2026.11539745"},"language":null,"primary_location":{"id":"doi:10.23919/date69613.2026.11539745","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date69613.2026.11539745","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 Design, Automation & 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/A5137891886","display_name":"Daniel Stein","orcid":null},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technische Universit\u00e4t Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel Stein","raw_affiliation_strings":["TU Darmstadt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TU Darmstadt","institution_ids":["https://openalex.org/I31512782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137816973","display_name":"Shaoyi Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I108468826","display_name":"Stevens Institute of Technology","ror":"https://ror.org/02z43xh36","country_code":"US","type":"education","lineage":["https://openalex.org/I108468826"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shaoyi Huang","raw_affiliation_strings":["Stevens Institute of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Stevens Institute of Technology","institution_ids":["https://openalex.org/I108468826"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137845020","display_name":"Rolf Drechsler","orcid":null},"institutions":[{"id":"https://openalex.org/I180437899","display_name":"University of Bremen","ror":"https://ror.org/04ers2y35","country_code":"DE","type":"education","lineage":["https://openalex.org/I180437899"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Rolf Drechsler","raw_affiliation_strings":["University of Bremen"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Bremen","institution_ids":["https://openalex.org/I180437899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133314784","display_name":"Bing Li","orcid":null},"institutions":[{"id":"https://openalex.org/I119449181","display_name":"Technische Universit\u00e4t Ilmenau","ror":"https://ror.org/01weqhp73","country_code":"DE","type":"education","lineage":["https://openalex.org/I119449181"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bing Li","raw_affiliation_strings":["TU Ilmenau"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TU Ilmenau","institution_ids":["https://openalex.org/I119449181"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070194930","display_name":"Grace Li Zhang","orcid":"https://orcid.org/0000-0002-8289-9288"},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technische Universit\u00e4t Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Grace Li Zhang","raw_affiliation_strings":["TU Darmstadt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TU Darmstadt","institution_ids":["https://openalex.org/I31512782"]}]}],"institutions":[],"countries_distinct_count":2,"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":"3"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.04749999940395355,"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"}},"topics":[{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.04749999940395355,"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/T12127","display_name":"Software System Performance and Reliability","score":0.04270000010728836,"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/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.03920000046491623,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6036999821662903},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.3797999918460846},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.3093999922275543},{"id":"https://openalex.org/keywords/interpretation","display_name":"Interpretation (philosophy)","score":0.2700999975204468},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.26510000228881836}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.623199999332428},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6036999821662903},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.3797999918460846},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3598000109195709},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3124000132083893},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3093999922275543},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2971000075340271},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.2700999975204468},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.26510000228881836},{"id":"https://openalex.org/C51675839","wikidata":"https://www.wikidata.org/wiki/Q1665681","display_name":"Intelligent Network","level":2,"score":0.2630000114440918},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.25769999623298645},{"id":"https://openalex.org/C812465","wikidata":"https://www.wikidata.org/wiki/Q5058375","display_name":"Cellular neural network","level":3,"score":0.2531999945640564}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/date69613.2026.11539745","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date69613.2026.11539745","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 Design, Automation & Test in Europe Conference (DATE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334678","display_name":"European Research Council","ror":"https://ror.org/0472cxd90"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1974450603","https://openalex.org/W2007339694","https://openalex.org/W2919748712","https://openalex.org/W4379115848","https://openalex.org/W4391497585","https://openalex.org/W4394595567","https://openalex.org/W4400810926","https://openalex.org/W4401508392","https://openalex.org/W4401568641","https://openalex.org/W4404101614","https://openalex.org/W4404212170"],"related_works":[],"abstract_inverted_index":{"Neural":[0],"networks":[1,76,94],"have":[2],"been":[3],"successfully":[4],"applied":[5],"in":[6,79],"various":[7],"resource-constrained":[8],"edge":[9],"devices,":[10],"where":[11],"usually":[12],"central":[13],"processing":[14,20],"units":[15,21],"(CPUs)":[16],"instead":[17],"of":[18,37,74,121,130],"graphics":[19],"exist":[22],"due":[23],"to":[24,61,84,144],"limited":[25],"power":[26],"availability.":[27],"State-of-the-art":[28],"research":[29],"still":[30],"focuses":[31],"on":[32,52,77,147],"efficiently":[33],"executing":[34,48],"enormous":[35],"numbers":[36],"multiply-accumulate":[38],"(MAC)":[39],"operations.":[40,132],"However,":[41],"CPUs":[42],"themselves":[43],"are":[44,58,95,109],"not":[45],"good":[46],"at":[47,162],"such":[49],"mathematical":[50],"operations":[51],"a":[53,127,148],"large":[54],"scale,":[55],"since":[56],"they":[57],"more":[59],"suited":[60],"execute":[62],"control":[63],"flow":[64],"logic,":[65],"i.e.,":[66],"computer":[67],"algorithms.":[68],"To":[69],"enhance":[70],"the":[71,137],"computation":[72],"efficiency":[73],"neural":[75,93],"CPUs,":[78],"this":[80],"paper,":[81],"we":[82],"propose":[83],"convert":[85],"them":[86],"into":[87,98,114],"logic":[88,115,118],"flows":[89,119],"for":[90],"execution.":[91],"Specifically,":[92],"first":[96],"converted":[97],"equivalent":[99],"decision":[100,104],"trees,":[101],"from":[102],"which":[103],"paths":[105],"with":[106],"constant":[107],"leaves":[108],"then":[110],"selected":[111],"and":[112,123,126],"compressed":[113],"flows.":[116],"Such":[117],"consist":[120],"if":[122],"else":[124],"structures":[125],"reduced":[128,141],"number":[129],"MAC":[131],"Experimental":[133],"results":[134],"demonstrate":[135],"that":[136],"latency":[138],"can":[139],"be":[140],"by":[142],"up":[143],"14.9":[145],"%":[146],"simulated":[149],"RISC-V":[150],"CPU":[151],"without":[152],"any":[153],"accuracy":[154],"degradation.":[155],"-":[156],"The":[157],"code":[158],"is":[159],"open":[160],"source":[161],"https://github.com/TUDa-HWAI/NN2Logic":[163]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-06-05T00:00:00"}