{"id":"https://openalex.org/W4415481023","doi":"https://doi.org/10.1145/3704413.3764458","title":"Two Levels Are All You Need: Simplifying Data Compression for Timely Edge Classification","display_name":"Two Levels Are All You Need: Simplifying Data Compression for Timely Edge Classification","publication_year":2025,"publication_date":"2025-10-23","ids":{"openalex":"https://openalex.org/W4415481023","doi":"https://doi.org/10.1145/3704413.3764458"},"language":null,"primary_location":{"id":"doi:10.1145/3704413.3764458","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3704413.3764458","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3704413.3764458","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-sixth International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3704413.3764458","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101399412","display_name":"Chengzhang Li","orcid":"https://orcid.org/0000-0003-3142-0131"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chengzhang Li","raw_affiliation_strings":["The Ohio State University, Columbus, OH, USA"],"raw_orcid":"https://orcid.org/0000-0003-3142-0131","affiliations":[{"raw_affiliation_string":"The Ohio State University, Columbus, OH, USA","institution_ids":["https://openalex.org/I52357470"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085838919","display_name":"Peizhong Ju","orcid":"https://orcid.org/0000-0002-4569-3539"},"institutions":[{"id":"https://openalex.org/I143302722","display_name":"University of Kentucky","ror":"https://ror.org/02k3smh20","country_code":"US","type":"education","lineage":["https://openalex.org/I143302722"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peizhong Ju","raw_affiliation_strings":["University of Kentucky, Lexington, KY, USA"],"raw_orcid":"https://orcid.org/0000-0002-4569-3539","affiliations":[{"raw_affiliation_string":"University of Kentucky, Lexington, KY, USA","institution_ids":["https://openalex.org/I143302722"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076974020","display_name":"Atilla Ery\u0131lmaz","orcid":"https://orcid.org/0000-0001-5560-5806"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Atilla Eryilmaz","raw_affiliation_strings":["Ohio State University, Columbus, OH, USA"],"raw_orcid":"https://orcid.org/0000-0001-5560-5806","affiliations":[{"raw_affiliation_string":"Ohio State University, Columbus, OH, USA","institution_ids":["https://openalex.org/I52357470"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035752536","display_name":"Ness B. Shroff","orcid":"https://orcid.org/0000-0002-4606-6879"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ness Shroff","raw_affiliation_strings":["The Ohio State University, Columbus, OH, USA"],"raw_orcid":"https://orcid.org/0000-0002-4606-6879","affiliations":[{"raw_affiliation_string":"The Ohio State University, Columbus, OH, USA","institution_ids":["https://openalex.org/I52357470"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31895384,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"301","last_page":"310"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13553","display_name":"Age of Information Optimization","score":0.9991000294685364,"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/T13553","display_name":"Age of Information Optimization","score":0.9991000294685364,"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/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.9815999865531921,"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.95660001039505,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/data-compression","display_name":"Data compression","score":0.6646000146865845},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.628600001335144},{"id":"https://openalex.org/keywords/compression","display_name":"Compression (physics)","score":0.5461000204086304},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.5242999792098999},{"id":"https://openalex.org/keywords/lossless-compression","display_name":"Lossless compression","score":0.37389999628067017},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.3732999861240387},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.3610000014305115}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7486000061035156},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.6646000146865845},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.628600001335144},{"id":"https://openalex.org/C180016635","wikidata":"https://www.wikidata.org/wiki/Q2712821","display_name":"Compression (physics)","level":2,"score":0.5461000204086304},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5343000292778015},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.5242999792098999},{"id":"https://openalex.org/C81081738","wikidata":"https://www.wikidata.org/wiki/Q55542","display_name":"Lossless compression","level":3,"score":0.37389999628067017},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.3732999861240387},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.3610000014305115},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3582000136375427},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32440000772476196},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3239000141620636},{"id":"https://openalex.org/C13481523","wikidata":"https://www.wikidata.org/wiki/Q412438","display_name":"Image compression","level":4,"score":0.3131999969482422},{"id":"https://openalex.org/C165021410","wikidata":"https://www.wikidata.org/wiki/Q55564","display_name":"Lossy compression","level":2,"score":0.31299999356269836},{"id":"https://openalex.org/C25797200","wikidata":"https://www.wikidata.org/wiki/Q828137","display_name":"Compression ratio","level":3,"score":0.2912999987602234},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.2752000093460083},{"id":"https://openalex.org/C2988416141","wikidata":"https://www.wikidata.org/wiki/Q6031139","display_name":"Information loss","level":2,"score":0.26910001039505005},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.2565000057220459},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.25529998540878296}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3704413.3764458","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3704413.3764458","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3704413.3764458","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-sixth International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3704413.3764458","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3704413.3764458","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3704413.3764458","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-sixth International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1423292295","display_name":null,"funder_award_id":"W911NF-24-1-0103","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"},{"id":"https://openalex.org/G1432373144","display_name":null,"funder_award_id":"W911NF-21-1-","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"},{"id":"https://openalex.org/G1721402636","display_name":null,"funder_award_id":"1955535","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G2186497367","display_name":null,"funder_award_id":"2112471","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G2608908724","display_name":null,"funder_award_id":"CNS-2007231","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G278898360","display_name":"CNS Core: Small: New Caching Paradigms for Distributed and Dynamic Networks","funder_award_id":"2007231","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3180398241","display_name":null,"funder_award_id":"CNS-2106932","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3318334062","display_name":null,"funder_award_id":"CNS-2112471","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3405165046","display_name":null,"funder_award_id":"N00014-19-1-2621","funder_id":"https://openalex.org/F4320337345","funder_display_name":"Office of Naval Research"},{"id":"https://openalex.org/G3455827733","display_name":null,"funder_award_id":"W911NF-21-1-0244","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"},{"id":"https://openalex.org/G3683141675","display_name":null,"funder_award_id":"CNS-2106679","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3745309820","display_name":null,"funder_award_id":"N00014-24-1-2729","funder_id":"https://openalex.org/F4320337345","funder_display_name":"Office of Naval Research"},{"id":"https://openalex.org/G4402065810","display_name":null,"funder_award_id":"CNS-2106933","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4774960571","display_name":null,"funder_award_id":"CNS-1901057","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5008084248","display_name":null,"funder_award_id":"W911NF-23-2-0225","funder_id":"https://openalex.org/F4320338295","funder_display_name":"Army Research Laboratory"},{"id":"https://openalex.org/G5259331294","display_name":null,"funder_award_id":"W911NF","funder_id":"https://openalex.org/F4320338295","funder_display_name":"Army Research Laboratory"},{"id":"https://openalex.org/G6018164958","display_name":"Collaborative Research: NeTS: Medium: Black-box Optimization of White-box Networks: Online Learning for Autonomous Resource Management in NextG Wireless Networks","funder_award_id":"2312836","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7326891288","display_name":null,"funder_award_id":"CNS-2312836","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7452299184","display_name":null,"funder_award_id":"W911NF","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"},{"id":"https://openalex.org/G759386619","display_name":"Collaborative Research: CNS Core: Medium: Foundations and Scalable Algorithms for Personalized and Collaborative Virtual Reality Over Wireless Networks","funder_award_id":"2106679","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7711511134","display_name":"Collaborative Research: CNS Core: Medium: Information Freshness in Scalable and Energy Constrained Machine to Machine Wireless Networks","funder_award_id":"2106932","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7946311847","display_name":null,"funder_award_id":"CNS-1955535","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7960238852","display_name":"Collaborative Research: CNS Core: Medium: Analytics and Online Optimization at Scale for Cellular Networks","funder_award_id":"2106933","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8876996369","display_name":null,"funder_award_id":"N00014","funder_id":"https://openalex.org/F4320337345","funder_display_name":"Office of Naval Research"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320337345","display_name":"Office of Naval Research","ror":"https://ror.org/00rk2pe57"},{"id":"https://openalex.org/F4320338281","display_name":"Army Research Office","ror":"https://ror.org/05epdh915"},{"id":"https://openalex.org/F4320338295","display_name":"Army Research Laboratory","ror":"https://ror.org/011hc8f90"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415481023.pdf","grobid_xml":"https://content.openalex.org/works/W4415481023.grobid-xml"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W2001619934","https://openalex.org/W2092493898","https://openalex.org/W2296490796","https://openalex.org/W2799289872","https://openalex.org/W2962836302","https://openalex.org/W2963270598","https://openalex.org/W2964152520","https://openalex.org/W2980150456","https://openalex.org/W3097276919","https://openalex.org/W3134255974","https://openalex.org/W4250589301"],"related_works":[],"abstract_inverted_index":{"The":[0,41],"challenge":[1],"of":[2,76],"classification":[3,80,122],"at":[4,30,97],"the":[5,15,19,27,31,134,141],"network":[6],"edge":[7,16,32,64],"is":[8,48],"that":[9,34,67,73,85,95,111,119],"due":[10],"to":[11,21,46,50,59],"limited":[12],"computational":[13],"resources,":[14],"must":[17],"transmit":[18,54],"data":[20,38],"a":[22],"server":[23],"for":[24,120],"processing.":[25],"However,":[26],"communication":[28],"constraints":[29],"necessitate":[33],"these":[35],"devices":[36,138],"compress":[37,52],"before":[39],"transmission.":[40],"question":[42],"this":[43,55],"paper":[44],"aims":[45],"answer":[47],"how":[49],"efficiently":[51],"and":[53,62,79,139],"information":[56,77],"in":[57,86],"order":[58],"achieve":[60,103],"timely":[61],"accurate":[63],"classification.":[65],"To":[66],"end,":[68],"we":[69],"develop":[70],"scheduling":[71],"algorithms":[72,114],"optimize":[74],"age":[75],"(AoI)":[78],"accuracy.":[81],"Our":[82],"analysis":[83],"reveals":[84],"scenarios":[87],"with":[88],"multiple":[89],"available":[90],"compression":[91,100,113,125],"levels,":[92],"an":[93],"algorithm":[94],"selects":[96],"most":[98],"two":[99,129],"levels":[101,126],"can":[102],"good":[104],"theoretical":[105],"performance":[106],"guarantees.":[107],"Numerical":[108],"results":[109],"indicate":[110],"double-level":[112],"yield":[115],"near-optimal":[116],"performance,":[117],"suggesting":[118],"many":[121],"tasks,":[123],"numerous":[124],"are":[127,130],"unnecessary\u2014only":[128],"sufficient,":[131],"significantly":[132],"reducing":[133],"storage":[135],"demands":[136],"on":[137],"simplifying":[140],"overall":[142],"system":[143],"design.":[144]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-23T00:00:00"}