{"id":"https://openalex.org/W4410583359","doi":"https://doi.org/10.23919/date64628.2025.10992869","title":"Hybrid Token Selector based Accelerator for ViTs","display_name":"Hybrid Token Selector based Accelerator for ViTs","publication_year":2025,"publication_date":"2025-03-31","ids":{"openalex":"https://openalex.org/W4410583359","doi":"https://doi.org/10.23919/date64628.2025.10992869"},"language":"en","primary_location":{"id":"doi:10.23919/date64628.2025.10992869","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date64628.2025.10992869","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Design, Automation & Test in Europe Conference (DATE)","raw_type":"proceedings-article"},"type":"article","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/A5020424831","display_name":"Awesh K. Yadav","orcid":"https://orcid.org/0000-0002-6983-0622"},"institutions":[{"id":"https://openalex.org/I154549908","display_name":"Indian Institute of Technology Jodhpur","ror":"https://ror.org/03yacj906","country_code":"IN","type":"education","lineage":["https://openalex.org/I154549908"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Akshansh Yadav","raw_affiliation_strings":["Indian Institute of Technology Jodhpur,Department of CSE,Jodhpur,India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Jodhpur,Department of CSE,Jodhpur,India","institution_ids":["https://openalex.org/I154549908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026838450","display_name":"Aman Goyal","orcid":"https://orcid.org/0000-0001-8062-5657"},"institutions":[{"id":"https://openalex.org/I154549908","display_name":"Indian Institute of Technology Jodhpur","ror":"https://ror.org/03yacj906","country_code":"IN","type":"education","lineage":["https://openalex.org/I154549908"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Anadi Goyal","raw_affiliation_strings":["Indian Institute of Technology Jodhpur,Department of CSE,Jodhpur,India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Jodhpur,Department of CSE,Jodhpur,India","institution_ids":["https://openalex.org/I154549908"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021176902","display_name":"Palash Das","orcid":"https://orcid.org/0000-0002-1979-0298"},"institutions":[{"id":"https://openalex.org/I154549908","display_name":"Indian Institute of Technology Jodhpur","ror":"https://ror.org/03yacj906","country_code":"IN","type":"education","lineage":["https://openalex.org/I154549908"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Palash Das","raw_affiliation_strings":["Indian Institute of Technology Jodhpur,Department of CSE,Jodhpur,India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Jodhpur,Department of CSE,Jodhpur,India","institution_ids":["https://openalex.org/I154549908"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5020424831"],"corresponding_institution_ids":["https://openalex.org/I154549908"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12123494,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T11032","display_name":"VLSI and Analog Circuit Testing","score":0.9818000197410583,"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/T11032","display_name":"VLSI and Analog Circuit Testing","score":0.9818000197410583,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9621000289916992,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9585000276565552,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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":0.6524014472961426},{"id":"https://openalex.org/keywords/security-token","display_name":"Security token","score":0.6477916836738586},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.26334917545318604}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6524014472961426},{"id":"https://openalex.org/C48145219","wikidata":"https://www.wikidata.org/wiki/Q1335365","display_name":"Security token","level":2,"score":0.6477916836738586},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.26334917545318604}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/date64628.2025.10992869","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date64628.2025.10992869","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Design, Automation & Test in Europe Conference (DATE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.6700000166893005}],"awards":[{"id":"https://openalex.org/G4419022416","display_name":null,"funder_award_id":"SRG/2023/002108","funder_id":"https://openalex.org/F4320334771","funder_display_name":"Science and Engineering Research Board"}],"funders":[{"id":"https://openalex.org/F4320334771","display_name":"Science and Engineering Research Board","ror":"https://ror.org/03ffdsr55"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1532362218","https://openalex.org/W2108598243","https://openalex.org/W3094502228","https://openalex.org/W4308479898","https://openalex.org/W4312849330","https://openalex.org/W4312872526","https://openalex.org/W4312910119","https://openalex.org/W4321637298","https://openalex.org/W4360831786","https://openalex.org/W4385187240","https://openalex.org/W4386076562","https://openalex.org/W4394625520","https://openalex.org/W4401568324","https://openalex.org/W6796494063","https://openalex.org/W6796580215","https://openalex.org/W6809995052","https://openalex.org/W6811272755"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4388335561","https://openalex.org/W2970530566","https://openalex.org/W4288261899","https://openalex.org/W4307309205","https://openalex.org/W2967478618","https://openalex.org/W4385009901","https://openalex.org/W4385572700"],"abstract_inverted_index":{"Vision":[0],"Transformers":[1],"(ViTs)":[2],"have":[3],"shown":[4],"great":[5],"success":[6],"in":[7,21,47,64,118,127,165,188,196],"computer":[8],"vision":[9],"but":[10],"suffer":[11],"from":[12],"high":[13],"computational":[14,57,135],"complexity":[15],"due":[16],"to":[17,61,72,146,169,184,193,199],"the":[18,22,48,78,105,119,128,148,151,155,170],"quadratic":[19],"growth":[20],"number":[23],"of":[24,51,150],"tokens":[25,113],"processed.":[26],"Token":[27,81,101],"selection/pruning":[28],"has":[29],"emerged":[30],"as":[31],"a":[32,44,52,91,162,185],"promising":[33],"solution;":[34],"however,":[35],"early":[36,49,120],"methods":[37,153],"introduce":[38],"significant":[39,73],"overhead":[40],"and":[41,154,190],"complexity.":[42],"Applying":[43],"token":[45,93,125,174],"selector":[46],"layers":[50],"ViT":[53,156],"can":[54],"yield":[55],"substantial":[56],"savings":[58,195],"(GFLOPs)":[59],"compared":[60,198],"using":[62],"it":[63],"later":[65,129],"layers.":[66,130],"However,":[67],"this":[68],"approach":[69,133],"often":[70],"leads":[71],"accuracy":[74,189],"loss,":[75],"particularly":[76],"with":[77,104],"popular":[79],"Attention-based":[80],"Selection":[82,102],"(ATS)":[83],"technique.":[84],"To":[85],"address":[86],"these":[87],"issues,":[88],"we":[89,141],"propose":[90],"hybrid":[92,132],"selection":[94],"(HTS)":[95],"strategy":[96],"that":[97,180],"integrates":[98],"our":[99,177],"Keypoint-based":[100],"(KTS)":[103],"existing":[106,200],"ATS":[107,123],"method.":[108,201],"KTS":[109],"dynamically":[110],"selects":[111],"important":[112],"based":[114],"on":[115],"image":[116],"content":[117],"layers,":[121],"while":[122,137],"refines":[124],"pruning":[126],"This":[131],"reduces":[134],"costs":[136],"maintaining":[138],"accuracy.":[139],"Additionally,":[140],"design":[142],"custom":[143],"hardware":[144],"modules":[145],"accelerate":[147],"execution":[149,166],"proposed":[152,159],"backbone.":[157],"The":[158],"HTS":[160,181],"delivers":[161],"35.85%":[163],"reduction":[164],"time":[167],"relative":[168],"baseline":[171],"without":[172],"any":[173],"selection.":[175],"Furthermore,":[176],"results":[178],"demonstrate":[179],"achieves":[182],"up":[183,192],"0.39%":[186],"increase":[187],"offers":[191],"6.05%":[194],"GFLOPs":[197]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}