{"id":"https://openalex.org/W4411550951","doi":"https://doi.org/10.1109/jiot.2025.3582220","title":"Adaptive Feature Compression and Resource Scheduling for End-Edge Co-Inference","display_name":"Adaptive Feature Compression and Resource Scheduling for End-Edge Co-Inference","publication_year":2025,"publication_date":"2025-06-23","ids":{"openalex":"https://openalex.org/W4411550951","doi":"https://doi.org/10.1109/jiot.2025.3582220"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2025.3582220","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3582220","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-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/A5049826946","display_name":"Tong Bai","orcid":"https://orcid.org/0000-0002-2607-3561"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tong Bai","raw_affiliation_strings":["School of Cyber Science and Technology, Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-2607-3561","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032762627","display_name":"Bohan Huang","orcid":"https://orcid.org/0000-0002-6683-6965"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bohan Huang","raw_affiliation_strings":["School of Cyber Science and Technology, Beihang University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063489530","display_name":"Zichuan Xu","orcid":"https://orcid.org/0000-0001-5438-1468"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zichuan Xu","raw_affiliation_strings":["School of Software, Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0001-5438-1468","affiliations":[{"raw_affiliation_string":"School of Software, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039246650","display_name":"Bo Hou","orcid":"https://orcid.org/0009-0003-4743-9432"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Hou","raw_affiliation_strings":["School of Cyber Science and Technology, Beihang University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Haoran Zhao","orcid":"https://orcid.org/0000-0002-0292-232X"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoran Zhao","raw_affiliation_strings":["School of Cyber Science and Technology, Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-0292-232X","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111349375","display_name":"Zhipeng Wang","orcid":"https://orcid.org/0000-0002-1002-7069"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhipeng Wang","raw_affiliation_strings":["School of Electronic and Information Engineering, Beihang University, Beijing, China","State Key Laboratory of CNS/ATM, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-1002-7069","affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"State Key Laboratory of CNS/ATM, Beijing, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1081,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.7975283,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"12","issue":"18","first_page":"37255","last_page":"37270"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9581000208854675,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9581000208854675,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9025999903678894,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8308049440383911},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5730214715003967},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5467298626899719},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.4891050457954407},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.43436920642852783},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.315130352973938},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.17123812437057495},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08768948912620544}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8308049440383911},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5730214715003967},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5467298626899719},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.4891050457954407},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.43436920642852783},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.315130352973938},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.17123812437057495},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08768948912620544}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2025.3582220","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3582220","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2210633457","display_name":null,"funder_award_id":"U2233217","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5270665646","display_name":null,"funder_award_id":"62101015","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7760801722","display_name":null,"funder_award_id":"62371029","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W2138011018","https://openalex.org/W2194775991","https://openalex.org/W2883780447","https://openalex.org/W2920031528","https://openalex.org/W2949628230","https://openalex.org/W2963163009","https://openalex.org/W2980150456","https://openalex.org/W2981698279","https://openalex.org/W3041971333","https://openalex.org/W3049640275","https://openalex.org/W3088405768","https://openalex.org/W3134255974","https://openalex.org/W3156189202","https://openalex.org/W3162473050","https://openalex.org/W3164477047","https://openalex.org/W3173563887","https://openalex.org/W3204647170","https://openalex.org/W4211230886","https://openalex.org/W4220917304","https://openalex.org/W4236099117","https://openalex.org/W4281554877","https://openalex.org/W4285261368","https://openalex.org/W4288064589","https://openalex.org/W4295308337","https://openalex.org/W4304142274","https://openalex.org/W4309765727","https://openalex.org/W4317038564","https://openalex.org/W4320005531","https://openalex.org/W4381827136","https://openalex.org/W4385696454","https://openalex.org/W4386108471","https://openalex.org/W4395069551","https://openalex.org/W4401608154","https://openalex.org/W4404035169","https://openalex.org/W4406794040","https://openalex.org/W4409683790"],"related_works":["https://openalex.org/W2055243143","https://openalex.org/W1986418932","https://openalex.org/W2357796999","https://openalex.org/W4321636575","https://openalex.org/W2741131631","https://openalex.org/W2045526782","https://openalex.org/W2156919374","https://openalex.org/W1483472507","https://openalex.org/W1984019423","https://openalex.org/W4280588203"],"abstract_inverted_index":{"Collaborative":[0],"inference":[1,178],"(Co-inference)":[2],"across":[3],"end":[4],"devices":[5,39],"and":[6,23,34,40,57,78,98,116,141,154],"edge":[7,41],"servers":[8,42],"has":[9],"emerged":[10],"as":[11],"a":[12,87,105,120,137,143,174],"promising":[13],"approach":[14,167],"to":[15,72,74,147,173,181],"satisfy":[16],"the":[17,30,35,182],"growing":[18],"demand":[19],"for":[20,126],"computationally":[21],"intensive":[22],"latency":[24],"sensitive":[25],"deep":[26],"learning":[27],"tasks.":[28],"However,":[29],"limited":[31,63],"computational":[32],"capabilities":[33],"bandwidth":[36],"constraints":[37],"of":[38,65,170],"pose":[43],"significant":[44],"challenges":[45],"on":[46,53],"co-inference.":[47],"Current":[48],"pertinent":[49],"solutions":[50],"either":[51],"rely":[52],"predefined":[54],"partition":[55,150],"points":[56],"compression":[58,97,108,128,152],"ratios":[59],"or":[60],"support":[61],"only":[62],"dimensions":[64],"dynamic":[66,122,144],"adjustment,":[67],"resulting":[68],"in":[69,177,185],"insufficient":[70],"flexibility":[71],"adapt":[73],"diverse":[75,159],"user":[76,160],"requirements":[77],"network":[79,124],"conditions.":[80],"To":[81],"address":[82],"these":[83],"challenges,":[84],"we":[85,103,135],"propose":[86],"novel":[88],"framework":[89],"that":[90,110,165],"enhances":[91],"co-inference":[92],"through":[93],"adaptive":[94],"intermediate":[95],"feature":[96,107],"efficient":[99,127],"resource":[100,155],"allocation.":[101],"Specifically,":[102],"design":[104],"sophisticated":[106],"method":[109,184],"incorporates":[111],"channel":[112],"pruning,":[113],"spatial":[114],"downsampling,":[115],"quantization,":[117],"enabled":[118],"by":[119],"weight-shared":[121],"neural":[123],"architecture":[125],"parameter":[129],"switching":[130],"without":[131],"model":[132],"reloading.":[133],"Then,":[134],"formulate":[136],"constrained":[138],"accuracy-maximization":[139],"problem":[140],"develop":[142],"programming-based":[145],"solution":[146],"jointly":[148],"optimize":[149],"points,":[151],"parameters,":[153],"allocation,":[156],"while":[157],"meeting":[158],"requirements.":[161],"Experimental":[162],"results":[163],"show":[164],"our":[166,189],"is":[168],"capable":[169],"achieving":[171],"up":[172],"22.8%":[175],"improvement":[176],"accuracy":[179],"compared":[180],"state-of-the-art":[183],"multi-user":[186],"scenarios,":[187],"demonstrating":[188],"superiority.":[190]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
