{"id":"https://openalex.org/W4408898011","doi":"https://doi.org/10.1109/secon64284.2024.10934959","title":"TINIEE: Traffic-Aware Adaptive In-Network Intelligence via Early-Exit Strategy","display_name":"TINIEE: Traffic-Aware Adaptive In-Network Intelligence via Early-Exit Strategy","publication_year":2024,"publication_date":"2024-12-02","ids":{"openalex":"https://openalex.org/W4408898011","doi":"https://doi.org/10.1109/secon64284.2024.10934959"},"language":"en","primary_location":{"id":"doi:10.1109/secon64284.2024.10934959","is_oa":false,"landing_page_url":"https://doi.org/10.1109/secon64284.2024.10934959","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 21st Annual IEEE International Conference on Sensing, Communication, and Networking (SECON)","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/A5018682136","display_name":"Heewon Kim","orcid":"https://orcid.org/0000-0002-0377-2044"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Heewon Kim","raw_affiliation_strings":["School of Electrical Engineering, Korea University,Seoul,Korea"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Korea University,Seoul,Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066482256","display_name":"Seongyeon Yoon","orcid":"https://orcid.org/0009-0001-9226-7639"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seongyeon Yoon","raw_affiliation_strings":["School of Electrical Engineering, Korea University,Seoul,Korea"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Korea University,Seoul,Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020517429","display_name":"Chanbin Bae","orcid":"https://orcid.org/0009-0000-1766-5699"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Chanbin Bae","raw_affiliation_strings":["School of Electrical Engineering, Korea University,Seoul,Korea"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Korea University,Seoul,Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100320214","display_name":"Sang\u2010Hoon Lee","orcid":"https://orcid.org/0000-0003-1710-460X"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sanghoon Lee","raw_affiliation_strings":["School of Electrical Engineering, Korea University,Seoul,Korea"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Korea University,Seoul,Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015321839","display_name":"Sangheon Pack","orcid":"https://orcid.org/0000-0002-1085-1568"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sangheon Pack","raw_affiliation_strings":["School of Electrical Engineering, Korea University,Seoul,Korea"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Korea University,Seoul,Korea","institution_ids":["https://openalex.org/I197347611"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5018682136"],"corresponding_institution_ids":["https://openalex.org/I197347611"],"apc_list":null,"apc_paid":null,"fwci":0.3663,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.67368889,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"10","last_page":"18"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9786999821662903,"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/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9786999821662903,"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/T13553","display_name":"Age of Information Optimization","score":0.9722999930381775,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9682000279426575,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6794853210449219},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4763225018978119}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6794853210449219},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4763225018978119}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/secon64284.2024.10934959","is_oa":false,"landing_page_url":"https://doi.org/10.1109/secon64284.2024.10934959","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 21st Annual IEEE International Conference on Sensing, Communication, and Networking (SECON)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1982923924","https://openalex.org/W1994926493","https://openalex.org/W2062596448","https://openalex.org/W2071662001","https://openalex.org/W2283556750","https://openalex.org/W2343828539","https://openalex.org/W2520882493","https://openalex.org/W2742495185","https://openalex.org/W2887424871","https://openalex.org/W2909976513","https://openalex.org/W2962677625","https://openalex.org/W3127353117","https://openalex.org/W3168652588","https://openalex.org/W4213060442","https://openalex.org/W4283207618","https://openalex.org/W4285092328","https://openalex.org/W4290994985","https://openalex.org/W4309137557","https://openalex.org/W4313399633","https://openalex.org/W4386634514","https://openalex.org/W4387914695","https://openalex.org/W4389075733","https://openalex.org/W4389398978","https://openalex.org/W4394581967","https://openalex.org/W4401508279","https://openalex.org/W6779313456","https://openalex.org/W6781689429","https://openalex.org/W6809934879","https://openalex.org/W6862108981"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"In-network":[0],"(or":[1],"on-path)":[2],"inference":[3,13,72,83,100],"over":[4],"programmable":[5,34],"data":[6,60,104],"planes":[7],"(PDPs)":[8],"allows":[9],"fast":[10],"and":[11,24,58,113,165],"low-overhead":[12],"using":[14],"deep":[15],"neural":[16],"networks":[17],"(DNN).":[18],"To":[19,92],"alleviate":[20],"the":[21,54,78,103,107,110,114,127,144,159,166,182],"massive":[22],"processing":[23],"deployment":[25,31],"cost":[26],"of":[27,49,81,130],"in-network":[28,71,82],"inference,":[29],"distributed":[30],"on":[32,102,162],"multiple":[33],"network":[35,50,79,115,173],"devices":[36],"is":[37,42,146],"mainly":[38],"adopted.":[39],"However,":[40],"it":[41],"likely":[43],"to":[44,53,75,125,177,181],"produce":[45],"a":[46,68,86,121,139,151],"considerable":[47],"amount":[48],"traffic":[51,80,116,122,174],"due":[52],"exclusive":[55],"forwarding":[56],"chain":[57],"intermediate":[59],"between":[61,109],"submodels.":[62],"In":[63],"this":[64,93],"work,":[65],"we":[66,95,119,149],"propose":[67],"traffic-aware":[69],"adaptive":[70,99],"scheme,":[73],"TINIEE,":[74],"maximally":[76],"reduce":[77],"without":[84],"causing":[85],"significant":[87],"reduction":[88],"in":[89],"classification":[90,111,188],"performance.":[91,189],"end,":[94],"first":[96],"devise":[97,150],"an":[98],"method":[101],"plane":[105],"striking":[106],"balance":[108],"performance":[112],"cost.":[117],"Furthermore,":[118],"formulate":[120],"minimization":[123],"problem":[124,145],"decide":[126],"proper":[128],"location":[129],"each":[131,134],"submodel":[132,154],"considering":[133],"flow's":[135],"exit":[136],"tendency":[137],"with":[138],"predefined":[140],"confidence":[141],"threshold.":[142],"Since":[143],"excessively":[147],"complicated,":[148],"low-complexity":[152],"practical":[153],"placement":[155],"algorithm.":[156],"We":[157],"implement":[158],"proposed":[160],"scheme":[161],"software-programmable":[163],"switches,":[164],"evaluation":[167],"results":[168],"demonstrate":[169],"that":[170],"TINIEE":[171],"reduces":[172],"by":[175],"up":[176],"34.48":[178],"%":[179],"compared":[180],"state-of-the-art,":[183],"while":[184],"maintaining":[185],"sufficiently":[186],"high":[187]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}