{"id":"https://openalex.org/W4411725841","doi":"https://doi.org/10.1109/iscas56072.2025.11043956","title":"UbiMoE: A Ubiquitous Mixture-of-Experts Vision Transformer Accelerator With Hybrid Computation Pattern on FPGA","display_name":"UbiMoE: A Ubiquitous Mixture-of-Experts Vision Transformer Accelerator With Hybrid Computation Pattern on FPGA","publication_year":2025,"publication_date":"2025-05-25","ids":{"openalex":"https://openalex.org/W4411725841","doi":"https://doi.org/10.1109/iscas56072.2025.11043956"},"language":"en","primary_location":{"id":"doi:10.1109/iscas56072.2025.11043956","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas56072.2025.11043956","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Symposium on Circuits and Systems (ISCAS)","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":null,"display_name":"Jiale Dong","orcid":null},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiale Dong","raw_affiliation_strings":["University of Science and Technology of China,Hefei,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,Hefei,China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034765006","display_name":"Wenqi Lou","orcid":"https://orcid.org/0000-0002-2240-6672"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenqi Lou","raw_affiliation_strings":["University of Science and Technology of China,Hefei,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,Hefei,China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104095639","display_name":"Zhendong Zheng","orcid":"https://orcid.org/0000-0002-6486-3062"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhendong Zheng","raw_affiliation_strings":["University of Science and Technology of China,Hefei,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,Hefei,China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014908428","display_name":"Yunji Qin","orcid":"https://orcid.org/0009-0005-9404-581X"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunji Qin","raw_affiliation_strings":["University of Science and Technology of China,Hefei,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,Hefei,China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072915437","display_name":"Lei Gong","orcid":"https://orcid.org/0000-0002-8391-5526"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Gong","raw_affiliation_strings":["University of Science and Technology of China,Hefei,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,Hefei,China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100407078","display_name":"Chao Wang","orcid":"https://orcid.org/0000-0003-0057-5341"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Wang","raw_affiliation_strings":["University of Science and Technology of China,Hefei,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,Hefei,China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000890918","display_name":"Xuehai Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuehai Zhou","raw_affiliation_strings":["University of Science and Technology of China,Hefei,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,Hefei,China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I126520041"],"apc_list":null,"apc_paid":null,"fwci":27.7633,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.99770622,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9993000030517578,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9911999702453613,"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/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.7798259258270264},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6634432673454285},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.6425954103469849},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5207857489585876},{"id":"https://openalex.org/keywords/ubiquitous-computing","display_name":"Ubiquitous computing","score":0.42017853260040283},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.40579846501350403},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3524906039237976},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16032737493515015},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.1583442986011505},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.12931481003761292},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.09586679935455322}],"concepts":[{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.7798259258270264},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6634432673454285},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.6425954103469849},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5207857489585876},{"id":"https://openalex.org/C172195944","wikidata":"https://www.wikidata.org/wiki/Q541265","display_name":"Ubiquitous computing","level":2,"score":0.42017853260040283},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.40579846501350403},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3524906039237976},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16032737493515015},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.1583442986011505},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.12931481003761292},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.09586679935455322},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscas56072.2025.11043956","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas56072.2025.11043956","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335892","display_name":"Youth Innovation Promotion Association","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2917087921","https://openalex.org/W3102790199","https://openalex.org/W3133395503","https://openalex.org/W3138516171","https://openalex.org/W3198625877","https://openalex.org/W4283815817","https://openalex.org/W4286001027","https://openalex.org/W4312677967","https://openalex.org/W4318541578","https://openalex.org/W4360831786","https://openalex.org/W4379115894","https://openalex.org/W4386076539","https://openalex.org/W4389162698","https://openalex.org/W4390873360","https://openalex.org/W4393141090","https://openalex.org/W4399487406","https://openalex.org/W4401211627","https://openalex.org/W4402727538","https://openalex.org/W4404133759","https://openalex.org/W6782414788","https://openalex.org/W6784333009","https://openalex.org/W6796487566","https://openalex.org/W6803845004"],"related_works":["https://openalex.org/W2111241003","https://openalex.org/W2355315220","https://openalex.org/W4200391368","https://openalex.org/W2210979487","https://openalex.org/W2316202402","https://openalex.org/W2074043759","https://openalex.org/W2096844293","https://openalex.org/W2363944576","https://openalex.org/W2351041855","https://openalex.org/W2570254841"],"abstract_inverted_index":{"Compared":[0,133],"to":[1,12,59,134],"traditional":[2],"Vision":[3,7],"Transformers":[4,8],"(ViT),":[5],"Mixture-of-Experts":[6],"(MoE-ViT)":[9],"are":[10],"introduced":[11],"scale":[13],"model":[14],"size":[15],"without":[16],"a":[17,25,74,94,100,118],"proportional":[18],"increase":[19],"in":[20],"computational":[21,85],"complexity,":[22],"making":[23],"them":[24],"new":[26],"research":[27],"focus.":[28],"Given":[29],"the":[30,55,83],"high":[31],"performance":[32,107],"and":[33,65,86,99,108,142,151,162],"reconfigurability,":[34],"FPGA-based":[35],"accelerators":[36,48],"for":[37,80,128,146],"MoE-ViT":[38,147],"emerge,":[39],"delivering":[40],"substantial":[41],"gains":[42],"over":[43],"general-purpose":[44],"processors.":[45],"However,":[46],"existing":[47],"often":[49],"fall":[50],"short":[51],"of":[52,90],"fully":[53],"exploring":[54],"design":[56,114],"space,":[57],"leading":[58],"suboptimal":[60],"trade-offs":[61],"between":[62],"resource":[63,109,131],"utilization":[64],"performance.":[66],"To":[67,111],"overcome":[68],"this":[69],"problem,":[70],"we":[71,92,116],"introduce":[72],"UbiMoE,":[73],"novel":[75],"end-to-end":[76],"FPGA":[77,130,137],"accelerator":[78],"tailored":[79],"MoE-ViT.":[81],"Leveraging":[82],"unique":[84],"memory":[87],"access":[88],"patterns":[89],"MoE-ViTs,":[91],"develop":[93],"latency-optimized":[95],"streaming":[96],"attention":[97],"kernel":[98],"resource-efficient":[101],"reusable":[102],"linear":[103],"kernel,":[104],"effectively":[105],"balancing":[106],"consumption.":[110],"further":[112],"enhance":[113],"efficiency,":[115],"propose":[117],"two-stage":[119],"heuristic":[120],"search":[121],"algorithm":[122],"that":[123],"optimally":[124],"tunes":[125],"hardware":[126],"parameters":[127],"various":[129],"constraints.":[132],"state-of-the-art":[135],"(SOTA)":[136],"designs,":[138],"UbiMoE":[139],"achieves":[140],"1.34\u00d7":[141],"3.35\u00d7":[143],"throughput":[144],"improvements":[145],"on":[148],"Xilinx":[149],"ZCU102":[150],"Alveo":[152],"U280":[153],"platforms,":[154],"respectively,":[155],"while":[156],"enhancing":[157],"energy":[158],"efficiency":[159],"by":[160],"1.75\u00d7":[161],"1.54\u00d7.":[163],"Our":[164],"implementation":[165],"is":[166],"available":[167],"at":[168],"https://github.com/DJ000011/UbiMoE.":[169]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
