{"id":"https://openalex.org/W4389163074","doi":"https://doi.org/10.1109/iccad57390.2023.10323831","title":"DeepBurning-MixQ: An Open Source Mixed-Precision Neural Network Accelerator Design Framework for FPGAs","display_name":"DeepBurning-MixQ: An Open Source Mixed-Precision Neural Network Accelerator Design Framework for FPGAs","publication_year":2023,"publication_date":"2023-10-28","ids":{"openalex":"https://openalex.org/W4389163074","doi":"https://doi.org/10.1109/iccad57390.2023.10323831"},"language":"en","primary_location":{"id":"doi:10.1109/iccad57390.2023.10323831","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccad57390.2023.10323831","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE/ACM International Conference on Computer Aided Design (ICCAD)","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/A5092685286","display_name":"Erjing Luo","orcid":null},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Erjing Luo","raw_affiliation_strings":["SKLP, Institute of Computing Technology,Chinese Academy of Sciences,Beijing,China","School of Information and Electronics, Beijing Institute of Technology, Beijing, China","Chinese Academy of Sciences, SKLP, Institute of Computing Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SKLP, Institute of Computing Technology,Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"raw_affiliation_string":"School of Information and Electronics, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"Chinese Academy of Sciences, SKLP, Institute of Computing Technology, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082084608","display_name":"Haitong Huang","orcid":"https://orcid.org/0009-0003-0525-2952"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haitong Huang","raw_affiliation_strings":["SKLP, Institute of Computing Technology,Chinese Academy of Sciences,Beijing,China","Chinese Academy of Sciences, SKLP, Institute of Computing Technology, Beijing, China","Dept. of Computer Science, University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SKLP, Institute of Computing Technology,Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"raw_affiliation_string":"Chinese Academy of Sciences, SKLP, Institute of Computing Technology, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"raw_affiliation_string":"Dept. of Computer Science, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100384309","display_name":"Cheng Liu","orcid":"https://orcid.org/0000-0002-5542-7306"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Liu","raw_affiliation_strings":["SKLP, Institute of Computing Technology,Chinese Academy of Sciences,Beijing,China","Chinese Academy of Sciences, SKLP, Institute of Computing Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SKLP, Institute of Computing Technology,Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"raw_affiliation_string":"Chinese Academy of Sciences, SKLP, Institute of Computing Technology, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100708853","display_name":"Guoyu Li","orcid":"https://orcid.org/0009-0008-5914-323X"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoyu Li","raw_affiliation_strings":["SKLP, Institute of Computing Technology,Chinese Academy of Sciences,Beijing,China","Dept. of Computer Science, University of Chinese Academy of Sciences, Beijing, China","Chinese Academy of Sciences, SKLP, Institute of Computing Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SKLP, Institute of Computing Technology,Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"raw_affiliation_string":"Dept. of Computer Science, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Chinese Academy of Sciences, SKLP, Institute of Computing Technology, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115588786","display_name":"Bing Yang","orcid":"https://orcid.org/0009-0003-7536-743X"},"institutions":[{"id":"https://openalex.org/I100188998","display_name":"Harbin University of Science and Technology","ror":"https://ror.org/04e6y1282","country_code":"CN","type":"education","lineage":["https://openalex.org/I100188998"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bing Yang","raw_affiliation_strings":["Harbin University of Science of Technology,Dept. of Computer Science and Technology,Harbin,China","Dept. of Computer Science and Technology, Harbin University of Science of Technology, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin University of Science of Technology,Dept. of Computer Science and Technology,Harbin,China","institution_ids":["https://openalex.org/I100188998"]},{"raw_affiliation_string":"Dept. of Computer Science and Technology, Harbin University of Science of Technology, Harbin, China","institution_ids":["https://openalex.org/I100188998"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100346965","display_name":"Ying Wang","orcid":"https://orcid.org/0000-0001-5172-4736"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Wang","raw_affiliation_strings":["SKLP, Institute of Computing Technology,Chinese Academy of Sciences,Beijing,China","Chinese Academy of Sciences, SKLP, Institute of Computing Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SKLP, Institute of Computing Technology,Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"raw_affiliation_string":"Chinese Academy of Sciences, SKLP, Institute of Computing Technology, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100768288","display_name":"Huawei Li","orcid":"https://orcid.org/0000-0001-8082-4218"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huawei Li","raw_affiliation_strings":["SKLP, Institute of Computing Technology,Chinese Academy of Sciences,Beijing,China","Chinese Academy of Sciences, SKLP, Institute of Computing Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SKLP, Institute of Computing Technology,Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"raw_affiliation_string":"Chinese Academy of Sciences, SKLP, Institute of Computing Technology, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023380073","display_name":"Xiaowei Li","orcid":"https://orcid.org/0000-0002-0874-814X"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaowei Li","raw_affiliation_strings":["SKLP, Institute of Computing Technology,Chinese Academy of Sciences,Beijing,China","Chinese Academy of Sciences, SKLP, Institute of Computing Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SKLP, Institute of Computing Technology,Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"raw_affiliation_string":"Chinese Academy of Sciences, SKLP, Institute of Computing Technology, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998000264167786,"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":0.9998000264167786,"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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9905999898910522,"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/T12676","display_name":"Machine Learning and ELM","score":0.9897000193595886,"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/computer-science","display_name":"Computer science","score":0.8264635801315308},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.7211458086967468},{"id":"https://openalex.org/keywords/digital-signal-processing","display_name":"Digital signal processing","score":0.6338592171669006},{"id":"https://openalex.org/keywords/control-reconfiguration","display_name":"Control reconfiguration","score":0.5730478167533875},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.5476521253585815},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5348058938980103},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.5179168581962585},{"id":"https://openalex.org/keywords/quantization","display_name":"Quantization (signal processing)","score":0.4996659755706787},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.4672664701938629},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.4660341143608093},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.4384486973285675},{"id":"https://openalex.org/keywords/porting","display_name":"Porting","score":0.4144081473350525},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.3212283253669739},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.32108837366104126},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23848974704742432},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.21742725372314453},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.10354706645011902}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8264635801315308},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.7211458086967468},{"id":"https://openalex.org/C84462506","wikidata":"https://www.wikidata.org/wiki/Q173142","display_name":"Digital signal processing","level":2,"score":0.6338592171669006},{"id":"https://openalex.org/C119701452","wikidata":"https://www.wikidata.org/wiki/Q5165881","display_name":"Control reconfiguration","level":2,"score":0.5730478167533875},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.5476521253585815},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5348058938980103},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.5179168581962585},{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.4996659755706787},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.4672664701938629},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.4660341143608093},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.4384486973285675},{"id":"https://openalex.org/C106251023","wikidata":"https://www.wikidata.org/wiki/Q851989","display_name":"Porting","level":3,"score":0.4144081473350525},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.3212283253669739},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.32108837366104126},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23848974704742432},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.21742725372314453},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.10354706645011902},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccad57390.2023.10323831","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccad57390.2023.10323831","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE/ACM International Conference on Computer Aided Design (ICCAD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4906811695","display_name":null,"funder_award_id":"62174162","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6435396388","display_name":null,"funder_award_id":"2022YFB4500405","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W2469490737","https://openalex.org/W2899915146","https://openalex.org/W2963122961","https://openalex.org/W2964356608","https://openalex.org/W2967733054","https://openalex.org/W2982479999","https://openalex.org/W2983964638","https://openalex.org/W2997958863","https://openalex.org/W3034887213","https://openalex.org/W3036329912","https://openalex.org/W3040522390","https://openalex.org/W3092020069","https://openalex.org/W3092611151","https://openalex.org/W3161848992","https://openalex.org/W3168376295","https://openalex.org/W4206557440","https://openalex.org/W4211085526","https://openalex.org/W4211090839","https://openalex.org/W4212902668","https://openalex.org/W4283368428","https://openalex.org/W4312121134","https://openalex.org/W4321637080","https://openalex.org/W6720242923","https://openalex.org/W6767064347","https://openalex.org/W6767525790","https://openalex.org/W6771595542","https://openalex.org/W6782414788"],"related_works":["https://openalex.org/W2356602486","https://openalex.org/W2351992668","https://openalex.org/W2324828474","https://openalex.org/W2374315191","https://openalex.org/W2391207559","https://openalex.org/W3204400881","https://openalex.org/W3214410901","https://openalex.org/W3204296682","https://openalex.org/W3183118997","https://openalex.org/W2917767146"],"abstract_inverted_index":{"Mixed-precision":[0],"neural":[1,156,193,245],"networks":[2],"(MPNNs)":[3],"that":[4,86,163],"enable":[5,137],"the":[6,35,48,67,169,176,185,213,218],"use":[7,203],"of":[8,21,50,140,168,204,227],"just":[9],"enough":[10],"data":[11,39,71,83,128],"width":[12,40,84,129],"for":[13,64,113,207,234],"a":[14,120,132,154,190],"deep":[15],"learning":[16],"task":[17],"promise":[18],"significant":[19],"advantages":[20,224],"both":[22,239],"inference":[23,232],"accuracy":[24,180,233],"and":[25,41,43,60,91,136,174,179,200,231,242],"computing":[26],"overhead.":[27],"FPGAs":[28,56,78],"with":[29,37,69,96,150,238],"fine-grained":[30],"reconfiguration":[31],"capability":[32],"can":[33,45,165,221],"adapt":[34],"processing":[36],"distinct":[38],"models,":[42],"hence,":[44],"theoretically":[46],"unleash":[47],"potential":[49],"MPNNs.":[51,141],"Nevertheless,":[52],"commodity":[53],"DPUs":[54],"on":[55,198,248],"mostly":[57],"emphasize":[58],"generality":[59],"have":[61,80,119,184],"limited":[62],"support":[63],"MPNNs":[65,90,97,235],"especially":[66],"ones":[68],"lower":[70,127],"width.":[72],"In":[73,115],"addition,":[74],"primitive":[75,134],"DSPs":[76],"in":[77,131,225],"usually":[79],"much":[81],"larger":[82],"than":[85],"is":[87],"required":[88],"by":[89,217],"haven't":[92],"been":[93],"sufficiently":[94],"co-explored":[95],"yet.":[98],"To":[99],"this":[100,116],"end,":[101],"we":[102,118,143,183],"propose":[103],"an":[104],"open":[105],"source":[106],"MPNN":[107,151,177,187],"accelerator":[108,195],"design":[109],"framework":[110,161,220],"specifically":[111],"tailored":[112],"FPGAs.":[114,249],"framework,":[117],"systematic":[121],"DSP-packing":[122],"algorithm":[123],"to":[124,189],"pack":[125],"multiple":[126],"MACs":[130],"single":[133],"DSP":[135,145,170],"efficient":[138],"implementation":[139],"Meanwhile,":[142],"take":[144],"packing":[146],"efficiency":[147],"into":[148],"consideration":[149],"quantization":[152,173],"within":[153],"unified":[155],"network":[157,194,246],"architecture":[158],"search":[159],"(NAS)":[160],"such":[162],"it":[164],"be":[166],"aware":[167],"overhead":[171],"during":[172],"optimize":[175],"performance":[178],"concurrently.":[181],"Finally,":[182],"optimized":[186],"fine-tuned":[188],"fully":[191],"pipelined":[192],"template":[196],"based":[197],"HLS":[199],"make":[201],"best":[202],"available":[205],"resources":[206],"higher":[208],"performance.":[209],"Our":[210],"experiments":[211],"reveal":[212],"resulting":[214],"accelerators":[215,247],"produced":[216],"proposed":[219],"achieve":[222],"overwhelming":[223],"terms":[226],"performance,":[228],"resource":[229],"utilization,":[230],"when":[236],"compared":[237],"handcrafted":[240],"counterparts":[241],"prior":[243],"hardware-aware":[244]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":6}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
