{"id":"https://openalex.org/W7134815520","doi":"https://doi.org/10.48550/arxiv.2603.08685","title":"Predicting Conflict Impact on Performance in O-RAN","display_name":"Predicting Conflict Impact on Performance in O-RAN","publication_year":2026,"publication_date":"2026-03-09","ids":{"openalex":"https://openalex.org/W7134815520","doi":"https://doi.org/10.48550/arxiv.2603.08685"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2603.08685","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014839990","display_name":"Pietro Brach del Prever","orcid":"https://orcid.org/0009-0007-0881-2045"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"del Prever, Pietro Brach","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128630337","display_name":"Niloofar Mohamadi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohamadi, Niloofar","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123449793","display_name":"Salvatore D'Oro","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"D'Oro, Salvatore","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005032046","display_name":"Leonardo Bonati","orcid":"https://orcid.org/0000-0002-1511-1833"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bonati, Leonardo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128686220","display_name":"Michele Polese","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Polese, Michele","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091654177","display_name":"\u0141ukasz Ku\u0142acz","orcid":"https://orcid.org/0000-0002-3434-1917"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ku\u0142acz, \u0141ukasz","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128685375","display_name":"Piotr Jaworski","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jaworski, Piotr","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011947791","display_name":"Adrian Kliks","orcid":"https://orcid.org/0000-0001-6766-7836"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kliks, Adrian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003405392","display_name":"Heiko Lehmann","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lehmann, Heiko","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5054337759","display_name":"Tommaso Melodia","orcid":"https://orcid.org/0000-0002-2719-1789"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Melodia, Tommaso","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":10,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.22939999401569366,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.22939999401569366,"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/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.14100000262260437,"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/T11158","display_name":"Wireless Networks and Protocols","score":0.11339999735355377,"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/observability","display_name":"Observability","score":0.6780999898910522},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5544999837875366},{"id":"https://openalex.org/keywords/profiling","display_name":"Profiling (computer programming)","score":0.4823000133037567},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.43479999899864197},{"id":"https://openalex.org/keywords/alliance","display_name":"Alliance","score":0.4332999885082245},{"id":"https://openalex.org/keywords/conflict-management","display_name":"Conflict management","score":0.3529999852180481}],"concepts":[{"id":"https://openalex.org/C36299963","wikidata":"https://www.wikidata.org/wiki/Q1369844","display_name":"Observability","level":2,"score":0.6780999898910522},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5544999837875366},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5131999850273132},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.4823000133037567},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.43479999899864197},{"id":"https://openalex.org/C2778431023","wikidata":"https://www.wikidata.org/wiki/Q878249","display_name":"Alliance","level":2,"score":0.4332999885082245},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3578000068664551},{"id":"https://openalex.org/C2779683958","wikidata":"https://www.wikidata.org/wiki/Q1640893","display_name":"Conflict management","level":2,"score":0.3529999852180481},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.3264000117778778},{"id":"https://openalex.org/C13687954","wikidata":"https://www.wikidata.org/wiki/Q4826847","display_name":"Autonomous agent","level":2,"score":0.3052999973297119},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2969000041484833},{"id":"https://openalex.org/C41550386","wikidata":"https://www.wikidata.org/wiki/Q529909","display_name":"Multi-agent system","level":2,"score":0.2937000095844269},{"id":"https://openalex.org/C74072328","wikidata":"https://www.wikidata.org/wiki/Q1142726","display_name":"Intelligent agent","level":2,"score":0.2849999964237213},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2700999975204468},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2678000032901764},{"id":"https://openalex.org/C160704184","wikidata":"https://www.wikidata.org/wiki/Q18031028","display_name":"Ran","level":2,"score":0.2554999887943268},{"id":"https://openalex.org/C2777615720","wikidata":"https://www.wikidata.org/wiki/Q11888847","display_name":"Prioritization","level":2,"score":0.2524999976158142},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.25200000405311584},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2515000104904175}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2603.08685","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2603.08685","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.08685","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":"article"}],"best_oa_location":{"id":"pmh:doi:10.48550/arxiv.2603.08685","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.8014022707939148,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,100],"O-RAN":[1],"Alliance":[2],"promotes":[3],"the":[4,12,24,32,39,48,62,66,79,91,135,149,159],"integration":[5],"of":[6,36,46,68,81,151],"intelligent":[7,40],"autonomous":[8,41],"agents":[9,49,71,106],"to":[10,52,64,118,139,147,170],"control":[11,108,175],"Radio":[13],"Access":[14],"Network":[15],"(RAN).":[16],"This":[17,75],"improves":[18],"flexibility,":[19],"performance,":[20,95],"and":[21,34,188],"observability":[22],"in":[23],"RAN,":[25],"but":[26,85,143],"introduces":[27],"new":[28],"challenges,":[29],"such":[30,152],"as":[31],"detection":[33],"management":[35],"conflicts":[37,82,153],"among":[38,70,83],"agents.":[42],"A":[43],"solution":[44,133,185],"consists":[45],"profiling":[47],"before":[50],"deployment":[51],"gather":[53],"statistical":[54],"information":[55,63,89],"about":[56,90],"their":[57],"decision-making":[58],"behavior,":[59],"then":[60],"using":[61],"estimate":[65],"level":[67],"conflict":[69,115,141,191],"with":[72],"different":[73,111],"goals.":[74],"approach":[76,127],"enables":[77],"determining":[78],"occurrence":[80],"agents,":[84],"does":[86],"not":[87],"provide":[88],"impact":[92,150,192],"on":[93,154,158,193],"RAN":[94,155,194],"including":[96],"potential":[97],"service":[98],"degradation.":[99],"problem":[101],"becomes":[102],"more":[103,168,176],"complex":[104],"when":[105],"generate":[107],"actions":[109],"at":[110,161],"timescales,":[112],"which":[113,162,173],"makes":[114],"severity":[116,142],"hard":[117],"predict.":[119],"In":[120],"this":[121,130],"paper,":[122],"we":[123,181],"present":[124],"a":[125,179],"novel":[126],"that":[128,183],"fills":[129],"gap.":[131],"Our":[132],"leverages":[134],"same":[136],"data":[137],"used":[138],"determine":[140],"extends":[144],"its":[145],"use":[146],"predict":[148],"performance":[156],"based":[157],"frequency":[160],"each":[163],"agent":[164],"generates":[165],"actions,":[166],"giving":[167],"weight":[169],"faster":[171],"applications,":[172],"exert":[174],"frequently.":[177],"Via":[178],"prototype,":[180],"demonstrate":[182],"our":[184],"is":[186],"viable":[187],"accurately":[189],"predicts":[190],"performance.":[195]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-03-11T00:00:00"}
