{"id":"https://openalex.org/W4410779773","doi":"https://doi.org/10.1109/cacml64929.2025.11010984","title":"Evaluation and Prediction of Mixed-Precision Quantization for Edge Model by Graph Transformer","display_name":"Evaluation and Prediction of Mixed-Precision Quantization for Edge Model by Graph Transformer","publication_year":2025,"publication_date":"2025-03-28","ids":{"openalex":"https://openalex.org/W4410779773","doi":"https://doi.org/10.1109/cacml64929.2025.11010984"},"language":"en","primary_location":{"id":"doi:10.1109/cacml64929.2025.11010984","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cacml64929.2025.11010984","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 4th Asia Conference on Algorithms, Computing and Machine Learning (CACML)","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/A5100459666","display_name":"Li Lin","orcid":"https://orcid.org/0000-0002-9789-0825"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lin Li","raw_affiliation_strings":["Fudan University,School of Information Science and Engineering,Shanghai,China,200433"],"affiliations":[{"raw_affiliation_string":"Fudan University,School of Information Science and Engineering,Shanghai,China,200433","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050087930","display_name":"Hui Feng","orcid":"https://orcid.org/0000-0002-7095-0621"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Feng","raw_affiliation_strings":["Fudan University,School of Information Science and Engineering,Shanghai,China,200433"],"affiliations":[{"raw_affiliation_string":"Fudan University,School of Information Science and Engineering,Shanghai,China,200433","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019214983","display_name":"Bo Hu","orcid":"https://orcid.org/0000-0002-9491-4123"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Hu","raw_affiliation_strings":["Fudan University,School of Information Science and Engineering,Shanghai,China,200433"],"affiliations":[{"raw_affiliation_string":"Fudan University,School of Information Science and Engineering,Shanghai,China,200433","institution_ids":["https://openalex.org/I24943067"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100459666"],"corresponding_institution_ids":["https://openalex.org/I24943067"],"apc_list":null,"apc_paid":null,"fwci":1.4377,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.81391885,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.829800009727478,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.829800009727478,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.8043000102043152,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12983","display_name":"Satellite Image Processing and Photogrammetry","score":0.7616999745368958,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/computer-science","display_name":"Computer science","score":0.6201982498168945},{"id":"https://openalex.org/keywords/quantization","display_name":"Quantization (signal processing)","score":0.5536775588989258},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5495988130569458},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.42337071895599365},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.41495928168296814},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3402608036994934},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.30302298069000244},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09837961196899414},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.09788674116134644},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.06545472145080566}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6201982498168945},{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.5536775588989258},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5495988130569458},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.42337071895599365},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.41495928168296814},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3402608036994934},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.30302298069000244},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09837961196899414},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.09788674116134644},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.06545472145080566}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cacml64929.2025.11010984","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cacml64929.2025.11010984","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 4th Asia Conference on Algorithms, Computing and Machine Learning (CACML)","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":0.47999998927116394}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2946547492","https://openalex.org/W2963122961","https://openalex.org/W2982479999","https://openalex.org/W3088194607","https://openalex.org/W3107453328","https://openalex.org/W4281706128","https://openalex.org/W4365397863","https://openalex.org/W4390871868","https://openalex.org/W4401568395","https://openalex.org/W4402715937","https://openalex.org/W6638523607","https://openalex.org/W6640212811","https://openalex.org/W6739901393","https://openalex.org/W6746451923","https://openalex.org/W6759402996","https://openalex.org/W6770425567","https://openalex.org/W6783944145","https://openalex.org/W6784581357","https://openalex.org/W6788695333","https://openalex.org/W6790503700","https://openalex.org/W6846529617"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W4409439182","https://openalex.org/W2053286651","https://openalex.org/W2181743346","https://openalex.org/W2187401768","https://openalex.org/W2181413294","https://openalex.org/W2052122378","https://openalex.org/W2544423928","https://openalex.org/W2062023542"],"abstract_inverted_index":{"The":[0,153],"rapid":[1],"advancement":[2],"of":[3,6,29,38,116,125,148],"artificial":[4],"intelligence":[5],"things":[7],"(AIoT)":[8],"technology":[9],"has":[10,43],"significantly":[11],"increased":[12],"the":[13,23,33,64,71,132,142],"demand":[14],"for":[15,49],"edge":[16,20],"models":[17],"deployed":[18],"on":[19,141],"devices.":[21],"However,":[22],"computational,":[24],"storage,":[25],"and":[26,36,61,84,100,145,156],"energy":[27],"limitations":[28],"these":[30],"devices":[31],"necessitate":[32],"efficient":[34],"optimization":[35],"compression":[37],"models.":[39],"Mixed-precision":[40],"quantization":[41,69,96,123],"(MQ)":[42],"emerged":[44],"as":[45],"an":[46,93,103],"effective":[47],"technique":[48],"reducing":[50],"resource":[51],"consumption":[52],"while":[53],"preserving":[54],"model":[55,97],"performance.":[56],"Despite":[57],"its":[58],"potential,":[59],"accurately":[60,117],"efficiently":[62],"evaluating":[63],"performance":[65,119],"loss":[66,120],"due":[67],"to":[68,150],"during":[70],"deployment":[72],"phase":[73],"remains":[74],"a":[75],"significant":[76],"challenge.":[77],"Traditional":[78],"evaluation":[79],"methods":[80],"are":[81],"often":[82],"time-consuming":[83],"computationally":[85],"expensive.":[86],"To":[87],"address":[88],"this,":[89],"we":[90],"first":[91],"construct":[92],"enhanced":[94],"mixed-precision":[95],"dataset,":[98],"MQ-Bench-201,":[99],"then":[101],"design":[102],"MQ":[104],"evaluator":[105,113,134],"using":[106],"graph":[107],"neural":[108,126],"network":[109],"(GNN)":[110],"techniques.":[111],"This":[112],"is":[114,158],"capable":[115],"predicting":[118],"across":[121],"different":[122],"configurations":[124],"architectures.":[127],"Experimental":[128],"results":[129],"demonstrate":[130],"that":[131],"proposed":[133],"outperforms":[135],"existing":[136],"architecture":[137],"encoding-based":[138],"predictors,":[139],"both":[140],"MQ-Bench-201":[143],"dataset":[144,157],"in":[146],"terms":[147],"generalization":[149],"other":[151],"datasets.":[152],"source":[154],"code":[155],"released":[159],"in:":[160],"https://github.com/Leannnnnnn/MQ-Bench-201.":[161]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}