{"id":"https://openalex.org/W4402980123","doi":"https://doi.org/10.1109/icme57554.2024.10687377","title":"Multi-Hop Distillation for Efficient Cross-Layer Knowledge Transfer","display_name":"Multi-Hop Distillation for Efficient Cross-Layer Knowledge Transfer","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4402980123","doi":"https://doi.org/10.1109/icme57554.2024.10687377"},"language":"en","primary_location":{"id":"doi:10.1109/icme57554.2024.10687377","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icme57554.2024.10687377","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Multimedia and Expo (ICME)","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/A5016734285","display_name":"Fengshuo Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fengshuo Zhang","raw_affiliation_strings":["China University of Mining Technology,School of Computer Science &#x0026; Technology,Xuzhou,China,221116"],"affiliations":[{"raw_affiliation_string":"China University of Mining Technology,School of Computer Science &#x0026; Technology,Xuzhou,China,221116","institution_ids":["https://openalex.org/I25757504"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5016734285"],"corresponding_institution_ids":["https://openalex.org/I25757504"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18087503,"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/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.8191999793052673,"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":0.8191999793052673,"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/T11283","display_name":"Experimental Learning in Engineering","score":0.6977999806404114,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/hop","display_name":"Hop (telecommunications)","score":0.7203233242034912},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.6953333616256714},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5759868025779724},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3406503200531006},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.1711025834083557},{"id":"https://openalex.org/keywords/chromatography","display_name":"Chromatography","score":0.09220385551452637}],"concepts":[{"id":"https://openalex.org/C25906391","wikidata":"https://www.wikidata.org/wiki/Q1432381","display_name":"Hop (telecommunications)","level":2,"score":0.7203233242034912},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.6953333616256714},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5759868025779724},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3406503200531006},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.1711025834083557},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.09220385551452637}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme57554.2024.10687377","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icme57554.2024.10687377","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2117210722","https://openalex.org/W2589759689","https://openalex.org/W1978191894","https://openalex.org/W2390279801","https://openalex.org/W2018045843","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109"],"abstract_inverted_index":{"In":[0],"this":[1,109],"paper,":[2],"we":[3,31,49,75],"explore":[4],"a":[5,36],"new":[6],"Knowledge":[7],"Distillation":[8,34],"(KD)":[9],"design":[10],"conditioned":[11],"on":[12,156,169],"the":[13,23,60,65,77,89,96,103],"intermediate":[14],"feature":[15,25,51,62,80,124],"representations":[16],"to":[17,84,102,115,121,148],"alleviate":[18],"optimization":[19],"challenges":[20],"arising":[21],"from":[22,82],"cross-layer":[24,61,79,97],"discrepancies":[26],"between":[27,72,93],"teacher-student":[28,94],"networks.":[29],"Specifically,":[30],"present":[32],"Multi-Hop":[33],"(MHD),":[35],"simple":[37,123],"and":[38,45,55,95,117,136,158],"effective":[39],"KD":[40,143],"framework":[41],"without":[42,126],"complex":[43],"transformations":[44],"matching":[46],"strategies.":[47],"Firstly,":[48],"analyze":[50],"disparities":[52],"in":[53,129],"distillation":[54,92,98,134],"have":[56],"an":[57],"intriguing":[58],"observation:":[59],"gaps":[63],"within":[64,99],"student":[66],"network":[67],"are":[68],"much":[69],"smaller":[70],"than":[71],"student-teacher.":[73],"Then,":[74],"decompose":[76],"original":[78],"supervision":[81],"teachers":[83],"students":[85],"into":[86],"two":[87],"hops:":[88],"same":[90],"layer":[91],"students.":[100],"Thanks":[101],"narrow":[104],"gap":[105],"of":[106],"these":[107],"features,":[108],"multi-hop":[110],"transfer":[111],"process":[112],"is":[113],"easy":[114],"optimize":[116],"MHD":[118,132],"only":[119],"needs":[120],"adopt":[122],"losses":[125],"extra":[127],"weights":[128],"transformation.":[130],"Therefore,":[131],"makes":[133],"efficient":[135],"can":[137],"be":[138,178],"readily":[139],"combined":[140],"with":[141,172],"other":[142],"methods":[144],"for":[145],"diverse":[146],"knowledge":[147],"get":[149],"further":[150],"improved":[151],"results.":[152],"Our":[153],"experiments":[154],"conducted":[155],"classification":[157],"object":[159],"detection":[160],"tasks":[161],"demonstrate":[162],"that":[163],"our":[164],"technique":[165],"achieves":[166],"state-of-the-art":[167],"results":[168],"different":[170],"models":[171],"fast":[173],"training":[174],"speeds.":[175],"Code":[176],"will":[177],"made":[179],"publicly":[180],"available.":[181]},"counts_by_year":[],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
