{"id":"https://openalex.org/W7164880106","doi":"https://doi.org/10.48550/arxiv.2606.14808","title":"Explainable Task-Oriented Token Communication for AI-Native 6G Networks","display_name":"Explainable Task-Oriented Token Communication for AI-Native 6G Networks","publication_year":2026,"publication_date":"2026-06-12","ids":{"openalex":"https://openalex.org/W7164880106","doi":"https://doi.org/10.48550/arxiv.2606.14808"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2606.14808","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.14808","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2606.14808","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5138706801","display_name":"Feibo Jiang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jiang, Feibo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101190247","display_name":"Lei Mao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mao, Lei","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138718583","display_name":"Li Dong","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dong, Li","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138737492","display_name":"Kezhi Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Kezhi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110568233","display_name":"C. Pan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pan, Cunhua","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5138750114","display_name":"Jiangzhou Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Jiangzhou","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.2802000045776367,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.2802000045776367,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.195700004696846,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.10029999911785126,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/interpretability","display_name":"Interpretability","score":0.7229999899864197},{"id":"https://openalex.org/keywords/security-token","display_name":"Security token","score":0.7028999924659729},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5149000287055969},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5041000247001648},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.4620000123977661},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.39480000734329224},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.3776000142097473},{"id":"https://openalex.org/keywords/visual-communication","display_name":"Visual communication","score":0.3637000024318695}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8359000086784363},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7229999899864197},{"id":"https://openalex.org/C48145219","wikidata":"https://www.wikidata.org/wiki/Q1335365","display_name":"Security token","level":2,"score":0.7028999924659729},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5149000287055969},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5041000247001648},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.4620000123977661},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44830000400543213},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.427700012922287},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.39480000734329224},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.3776000142097473},{"id":"https://openalex.org/C105842133","wikidata":"https://www.wikidata.org/wiki/Q1899679","display_name":"Visual communication","level":2,"score":0.3637000024318695},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.3538999855518341},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.3345000147819519},{"id":"https://openalex.org/C178253425","wikidata":"https://www.wikidata.org/wiki/Q162668","display_name":"Visual perception","level":3,"score":0.32899999618530273},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.31690001487731934},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.3073999881744385},{"id":"https://openalex.org/C101765175","wikidata":"https://www.wikidata.org/wiki/Q577764","display_name":"Communications system","level":2,"score":0.30399999022483826},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.2881999909877777},{"id":"https://openalex.org/C160086991","wikidata":"https://www.wikidata.org/wiki/Q5939193","display_name":"Human visual system model","level":3,"score":0.2727999985218048},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.2721000015735626},{"id":"https://openalex.org/C192126672","wikidata":"https://www.wikidata.org/wiki/Q1068715","display_name":"Telecommunications network","level":2,"score":0.2718000113964081},{"id":"https://openalex.org/C66746571","wikidata":"https://www.wikidata.org/wiki/Q1134833","display_name":"ENCODE","level":3,"score":0.2621000111103058},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.25859999656677246},{"id":"https://openalex.org/C12269588","wikidata":"https://www.wikidata.org/wiki/Q132364","display_name":"Communications protocol","level":2,"score":0.25679999589920044},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.25060001015663147}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2606.14808","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.14808","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2606.14808","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.14808","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0],"integration":[1],"of":[2,13,48,150,184,198],"Foundation":[3],"Models":[4],"(FMs)":[5],"and":[6,42,45,73,89,122,148,180,196],"wireless":[7,87],"communications":[8],"is":[9,136],"driving":[10],"the":[11,75,93,95,113,119,127,145,154,156,182,188,194,199],"evolution":[12],"image":[14,25],"communication":[15,26,81],"from":[16,101],"bit-accurate":[17],"transmission":[18,149],"toward":[19],"task-oriented":[20,24,34],"transmission.":[21],"However,":[22],"existing":[23],"methods":[27],"still":[28],"face":[29],"three":[30],"major":[31],"challenges:":[32],"insufficient":[33],"Token":[35,60,159],"representation,":[36],"inadequate":[37],"collaboration":[38],"between":[39],"Visual":[40,99,151],"Tokens":[41,66,100,110,141,186],"Task":[43,109,140,185],"Tokens,":[44],"limited":[46],"interpretability":[47],"task":[49,90,178],"decisions.":[50],"To":[51],"address":[52],"these":[53],"challenges,":[54],"we":[55],"propose":[56],"an":[57,79,162],"Explainable":[58],"Task-Oriented":[59],"Communication":[61],"(ET-TokenCom)":[62],"framework.":[63,202],"By":[64],"treating":[65],"as":[67],"unified":[68],"units":[69],"for":[70],"information":[71,121],"representation":[72],"transmission,":[74,88],"proposed":[76,200],"framework":[77,97,157],"constructs":[78],"end-to-end":[80],"link":[82],"that":[83],"spans":[84],"visual":[85,106],"perception,":[86],"reasoning.":[91],"At":[92,153],"transmitter,":[94],"ET-TokenCom":[96,201],"extracts":[98],"images":[102],"to":[103,117,142,171],"preserve":[104],"low-level":[105],"information.":[107],"Meanwhile,":[108],"generated":[111,170],"by":[112,126],"FM":[114],"are":[115,169],"introduced":[116],"represent":[118],"target":[120],"decision":[123],"intent":[124],"required":[125],"current":[128],"task.":[129],"A":[130],"Cross-Modal":[131],"Attention":[132],"(CMA)":[133],"fusion":[134],"mechanism":[135],"further":[137],"designed,":[138],"enabling":[139],"explicitly":[143],"guide":[144],"selection,":[146],"weighting,":[147],"Tokens.":[152],"receiver,":[155],"integrates":[158],"decoding":[160],"with":[161],"explainable":[163],"output":[164],"mechanism,":[165],"where":[166],"attention":[167],"heatmaps":[168],"highlight":[172],"critical":[173],"perceptual":[174],"regions":[175],"under":[176],"different":[177],"objectives":[179],"reveal":[181],"influence":[183],"on":[187],"outputs.":[189],"Finally,":[190],"simulation":[191],"results":[192],"validate":[193],"effectiveness":[195],"robustness":[197]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-06-17T00:00:00"}
