{"id":"https://openalex.org/W7117887081","doi":"https://doi.org/10.1109/milcom64451.2025.11309876","title":"Resource Allocation for XR with Edge Offloading: A Reinforcement Learning Approach","display_name":"Resource Allocation for XR with Edge Offloading: A Reinforcement Learning Approach","publication_year":2025,"publication_date":"2025-10-06","ids":{"openalex":"https://openalex.org/W7117887081","doi":"https://doi.org/10.1109/milcom64451.2025.11309876"},"language":null,"primary_location":{"id":"doi:10.1109/milcom64451.2025.11309876","is_oa":false,"landing_page_url":"https://doi.org/10.1109/milcom64451.2025.11309876","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"MILCOM 2025 - 2025 IEEE Military Communications Conference (MILCOM)","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/A5112933268","display_name":"Alperen Duru","orcid":null},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alperen Duru","raw_affiliation_strings":["University of Texas at Austin,Austin,TX,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Texas at Austin,Austin,TX,USA","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121735211","display_name":"Mohammad Mozaffari","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139236","display_name":"Ericsson (United States)","ror":"https://ror.org/03q3bdj78","country_code":"US","type":"company","lineage":["https://openalex.org/I1306339040","https://openalex.org/I4210139236"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammad Mozaffari","raw_affiliation_strings":["Ericsson Research,Santa Clara,CA,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ericsson Research,Santa Clara,CA,USA","institution_ids":["https://openalex.org/I4210139236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049121968","display_name":"T. R. Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ticao Zhang","raw_affiliation_strings":["University of Texas at Austin,Austin,TX,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Texas at Austin,Austin,TX,USA","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047607279","display_name":"Mehrnaz Afshang","orcid":null},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mehrnaz Afshang","raw_affiliation_strings":["University of Texas at Austin,Austin,TX,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Texas at Austin,Austin,TX,USA","institution_ids":["https://openalex.org/I86519309"]}]}],"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":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.61891141,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"594","last_page":"599"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.7932999730110168,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.7932999730110168,"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/T12079","display_name":"IoT Networks and Protocols","score":0.0414000004529953,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.03229999914765358,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/reinforcement-learning","display_name":"Reinforcement learning","score":0.7653999924659729},{"id":"https://openalex.org/keywords/telecommunications-link","display_name":"Telecommunications link","score":0.7311999797821045},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.6686000227928162},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.5478000044822693},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5058000087738037},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.4885999858379364},{"id":"https://openalex.org/keywords/frame","display_name":"Frame (networking)","score":0.4675000011920929},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.4343999922275543},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.43230000138282776}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7714999914169312},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7653999924659729},{"id":"https://openalex.org/C138660444","wikidata":"https://www.wikidata.org/wiki/Q5607897","display_name":"Telecommunications link","level":2,"score":0.7311999797821045},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.6686000227928162},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5478000044822693},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5307000279426575},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5058000087738037},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.4885999858379364},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.4675000011920929},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.4343999922275543},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.43230000138282776},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4316999912261963},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.40610000491142273},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.37950000166893005},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3743000030517578},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.3668999969959259},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.35600000619888306},{"id":"https://openalex.org/C68649174","wikidata":"https://www.wikidata.org/wiki/Q1379116","display_name":"Base station","level":2,"score":0.3140999972820282},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.31029999256134033},{"id":"https://openalex.org/C180518391","wikidata":"https://www.wikidata.org/wiki/Q355217","display_name":"Time allocation","level":2,"score":0.30469998717308044},{"id":"https://openalex.org/C2781041963","wikidata":"https://www.wikidata.org/wiki/Q18348618","display_name":"Computation offloading","level":4,"score":0.30329999327659607},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.301800012588501},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.3009999990463257},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.2944999933242798},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.27720001339912415},{"id":"https://openalex.org/C188116033","wikidata":"https://www.wikidata.org/wiki/Q2664563","display_name":"Q-learning","level":3,"score":0.2637999951839447}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/milcom64451.2025.11309876","is_oa":false,"landing_page_url":"https://doi.org/10.1109/milcom64451.2025.11309876","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"MILCOM 2025 - 2025 IEEE Military Communications Conference (MILCOM)","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":0.884965181350708}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2609618253","https://openalex.org/W2917391137","https://openalex.org/W3080667742","https://openalex.org/W3212141710","https://openalex.org/W4292793934","https://openalex.org/W4296338896","https://openalex.org/W4387933382","https://openalex.org/W4390738701","https://openalex.org/W4391341842","https://openalex.org/W4392739043","https://openalex.org/W4402156951"],"related_works":[],"abstract_inverted_index":{"Future":[0],"immersive":[1],"XR":[2,26,64],"applications":[3,27],"will":[4],"require":[5],"energy-efficient,":[6],"high":[7],"data":[8],"rate,":[9],"and":[10,16,30,54,67,84,115,158],"low-latency":[11],"wireless":[12],"communications":[13],"in":[14,142],"uplink":[15,53],"downlink.":[17],"One":[18],"of":[19,76,103],"the":[20,63,77,100,110,133,154],"key":[21],"considerations":[22],"for":[23,90,99,156],"supporting":[24],"such":[25],"is":[28],"intelligent":[29],"adaptive":[31],"resource":[32,47],"allocation":[33,48],"with":[34],"edge":[35],"offloading.":[36,128],"To":[37],"address":[38],"these":[39],"demands,":[40],"this":[41],"paper":[42,71],"proposes":[43],"a":[44,73,139],"reinforcement":[45],"learning-based":[46],"framework":[49],"that":[50,98,132],"dynamically":[51],"allocates":[52],"downlink":[55],"slots":[56],"while":[57],"making":[58],"offloading":[59,92,107,143],"decisions":[60],"based":[61],"on":[62],"headset\u2019s":[65,134],"capabilities":[66],"network":[68],"conditions.":[69],"The":[70,129],"presents":[72],"numerical":[74],"analysis":[75],"tradeoff":[78],"between":[79],"frame":[80],"loss":[81],"rate":[82],"(FLR)":[83],"energy":[85,117,160],"efficiency,":[86],"identifying":[87],"decision":[88],"regions":[89],"partial":[91,106],"to":[93,121,124],"optimize":[94],"performance.":[95],"Results":[96],"show":[97],"used":[101],"set":[102],"system":[104],"parameters,":[105],"can":[108],"extend":[109],"coverage":[111],"area":[112],"by":[113,119],"55%":[114],"reduce":[116,153],"consumption":[118],"up":[120],"34%,":[122],"compared":[123],"always":[125],"or":[126],"never":[127],"results":[130],"demonstrate":[131],"local":[135,151],"computing":[136,146],"capability":[137],"plays":[138],"crucial":[140],"role":[141],"decisions.":[144],"Higher":[145],"abilities":[147],"enable":[148],"more":[149],"efficient":[150],"processing,":[152],"need":[155],"offloading,":[157],"enhance":[159],"savings.":[161]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-01-01T00:00:00"}
