{"id":"https://openalex.org/W4414199008","doi":"https://doi.org/10.1109/dac63849.2025.11133418","title":"UniCoS: A Unified Neural and Accelerator Co-Search Framework for CNNs and ViTs","display_name":"UniCoS: A Unified Neural and Accelerator Co-Search Framework for CNNs and ViTs","publication_year":2025,"publication_date":"2025-06-22","ids":{"openalex":"https://openalex.org/W4414199008","doi":"https://doi.org/10.1109/dac63849.2025.11133418"},"language":"en","primary_location":{"id":"doi:10.1109/dac63849.2025.11133418","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dac63849.2025.11133418","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 62nd ACM/IEEE Design Automation Conference (DAC)","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/A5114040639","display_name":"Wei Fu","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":true,"raw_author_name":"Wei Fu","raw_affiliation_strings":["University of Science and Technology of China,China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,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/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenqi Lou","raw_affiliation_strings":["Suzhou Institute of Advanced Research, University of Science and Technology of China,China"],"affiliations":[{"raw_affiliation_string":"Suzhou Institute of Advanced Research, University of Science and Technology of China,China","institution_ids":["https://openalex.org/I308837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109798570","display_name":"Cheng Wei Tang","orcid":"https://orcid.org/0009-0001-3487-7957"},"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":"Cheng Tang","raw_affiliation_strings":["University of Science and Technology of China,China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038665748","display_name":"Wen He","orcid":"https://orcid.org/0000-0002-2434-5180"},"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":"Hongbing Wen","raw_affiliation_strings":["University of Science and Technology of China,China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,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,China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101642099","display_name":"Lei Gong","orcid":"https://orcid.org/0000-0001-6017-8490"},"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,China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101573208","display_name":"Chao Wang","orcid":"https://orcid.org/0000-0002-6120-2963"},"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,China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,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,China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5114040639"],"corresponding_institution_ids":["https://openalex.org/I126520041"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12635337,"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":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.8575999736785889,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.8575999736785889,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.7939000129699707,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5231000185012817},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.42289999127388},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.4050999879837036},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.3919000029563904},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.33230000734329224},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3278000056743622}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6883000135421753},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5231000185012817},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47350001335144043},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.42289999127388},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4050999879837036},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.3919000029563904},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.33230000734329224},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3278000056743622},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3098999857902527},{"id":"https://openalex.org/C66882249","wikidata":"https://www.wikidata.org/wiki/Q169336","display_name":"Homogeneous","level":2,"score":0.296999990940094},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2728999853134155},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.26739999651908875},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.2535000145435333},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.25130000710487366}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dac63849.2025.11133418","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dac63849.2025.11133418","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 62nd ACM/IEEE Design Automation Conference (DAC)","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2442974303","https://openalex.org/W2967733054","https://openalex.org/W3016142271","https://openalex.org/W3017521908","https://openalex.org/W3092334294","https://openalex.org/W3112293503","https://openalex.org/W3131500599","https://openalex.org/W3158233068","https://openalex.org/W3191594941","https://openalex.org/W3198625877","https://openalex.org/W3204801262","https://openalex.org/W3206453033","https://openalex.org/W3211833531","https://openalex.org/W3213229701","https://openalex.org/W4214513763","https://openalex.org/W4226323948","https://openalex.org/W4247470470","https://openalex.org/W4308083526","https://openalex.org/W4312617935","https://openalex.org/W4393578753","https://openalex.org/W4393592481","https://openalex.org/W4394966842","https://openalex.org/W4402775306"],"related_works":[],"abstract_inverted_index":{"Current":[0],"algorithm-hardware":[1],"co-search":[2],"works":[3],"often":[4],"suffer":[5],"from":[6],"lengthy":[7],"training":[8],"times":[9],"and":[10,32,36,51],"inadequate":[11],"exploration":[12],"of":[13,65],"hardware":[14],"design":[15,63],"spaces,":[16],"leading":[17],"to":[18,104],"suboptimal":[19],"performance.":[20],"This":[21],"work":[22],"introduces":[23],"UniCoS,":[24],"a":[25,42,52,90],"unified":[26],"framework":[27],"for":[28,34,55],"co-optimizing":[29],"neural":[30],"networks":[31],"accelerators":[33],"CNNs":[35],"Vision":[37],"Transformers":[38],"(ViTs).":[39],"By":[40],"introducing":[41],"novel":[43],"training-free":[44],"proxy":[45],"that":[46,71],"evaluates":[47],"accuracy":[48,94],"within":[49],"seconds":[50],"clustering-based":[53],"algorithm":[54],"exploring":[56],"heterogeneous":[57],"dataflows,":[58],"UniCoS":[59,76],"efficiently":[60],"navigates":[61],"the":[62,72],"spaces":[64],"both":[66],"architectures.":[67],"Experimental":[68],"results":[69],"demonstrate":[70],"solutions":[73],"generated":[74],"by":[75],"consistently":[77],"surpass":[78],"state-of-the-art":[79],"(SOTA)":[80],"methods":[81],"(e.g.,":[82],"$3.54":[83],"\\times$":[84],"energy-delay":[85],"product":[86],"(EDP)":[87],"improvement":[88],"with":[89],"$1.76":[91],"\\%$":[92],"higher":[93],"on":[95],"ImageNet)":[96],"while":[97],"requiring":[98],"notably":[99],"reduced":[100],"search":[101],"time":[102],"(up":[103],"$48":[105],"\\times,":[106],"\\sim":[107],"3$":[108],"hours).":[109],"The":[110],"code":[111],"is":[112],"available":[113],"at":[114],"https://github.com/mine7777/Unicos.git.":[115]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}