{"id":"https://openalex.org/W4402705039","doi":"https://doi.org/10.48550/arxiv.2408.14972","title":"AgentMonitor: A Plug-and-Play Framework for Predictive and Secure Multi-Agent Systems","display_name":"AgentMonitor: A Plug-and-Play Framework for Predictive and Secure Multi-Agent Systems","publication_year":2024,"publication_date":"2024-08-27","ids":{"openalex":"https://openalex.org/W4402705039","doi":"https://doi.org/10.48550/arxiv.2408.14972"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2408.14972","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2408.14972","pdf_url":"https://arxiv.org/pdf/2408.14972","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2408.14972","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044330945","display_name":"Chi-Min Chan","orcid":"https://orcid.org/0009-0006-0218-3412"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Chan, Chi-Min","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114231043","display_name":"Jianxuan Yu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yu, Jianxuan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108334361","display_name":"Weize Chen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Weize","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111335397","display_name":"Chunyang Jiang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jiang, Chunyang","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100446454","display_name":"Xinyu Liu","orcid":"https://orcid.org/0009-0000-0756-347X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Xinyu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100966534","display_name":"Weijie Shi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shi, Weijie","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100320722","display_name":"Zhiyuan Liu","orcid":"https://orcid.org/0000-0002-6331-0810"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Zhiyuan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027345342","display_name":"Weiwei Xue","orcid":"https://orcid.org/0000-0002-3285-0574"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xue, Wei","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5045081171","display_name":"Yike Guo","orcid":"https://orcid.org/0000-0002-3075-2161"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Guo, Yike","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5044330945"],"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.8075000047683716,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.8075000047683716,"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/plug-in","display_name":"Plug-in","score":0.47444093227386475},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.44172099232673645},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.43322986364364624},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.38903141021728516},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.10747513175010681}],"concepts":[{"id":"https://openalex.org/C4924752","wikidata":"https://www.wikidata.org/wiki/Q184148","display_name":"Plug-in","level":2,"score":0.47444093227386475},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.44172099232673645},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43322986364364624},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.38903141021728516},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.10747513175010681}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2408.14972","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2408.14972","pdf_url":"https://arxiv.org/pdf/2408.14972","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"doi:10.48550/arxiv.2408.14972","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2408.14972","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:oai:arXiv.org:2408.14972","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2408.14972","pdf_url":"https://arxiv.org/pdf/2408.14972","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W47352601","https://openalex.org/W2981957539","https://openalex.org/W4287378204","https://openalex.org/W2545422590","https://openalex.org/W4240705470","https://openalex.org/W2945311252","https://openalex.org/W631546281","https://openalex.org/W4206501676"],"abstract_inverted_index":{"The":[0],"rapid":[1],"advancement":[2],"of":[3,13,125],"large":[4],"language":[5],"models":[6],"(LLMs)":[7],"has":[8],"led":[9],"to":[10,75,89,100],"the":[11,72],"rise":[12],"LLM-based":[14],"agents.":[15],"Recent":[16],"research":[17],"shows":[18],"that":[19,69,117],"multi-agent":[20],"systems":[21],"(MAS),":[22],"where":[23],"each":[24],"agent":[25,73],"plays":[26],"a":[27,39,67,86,122],"specific":[28],"role,":[29],"can":[30,60,95],"outperform":[31],"individual":[32],"LLMs.":[33],"However,":[34],"configuring":[35],"an":[36,118],"MAS":[37,58,113],"for":[38,84],"task":[40,91],"remains":[41],"challenging,":[42],"with":[43],"performance":[44,59],"only":[45],"observable":[46],"post-execution.":[47],"Inspired":[48],"by":[49,105,140,146],"scaling":[50],"laws":[51],"in":[52,130],"LLM":[53],"development,":[54],"we":[55],"investigate":[56],"whether":[57],"be":[61],"predicted":[62],"beforehand.":[63],"We":[64],"introduce":[65],"AgentMonitor,":[66],"framework":[68],"integrates":[70],"at":[71,157],"level":[74],"capture":[76],"inputs":[77],"and":[78,111,128,142,152],"outputs,":[79],"transforming":[80],"them":[81],"into":[82],"statistics":[83],"training":[85],"regression":[87],"model":[88,120],"predict":[90],"performance.":[92],"Additionally,":[93],"it":[94],"further":[96],"apply":[97],"real-time":[98],"corrections":[99],"address":[101],"security":[102],"risks":[103],"posed":[104],"malicious":[106],"agents,":[107],"mitigating":[108],"negative":[109],"impacts":[110],"enhancing":[112,150],"security.":[114],"Experiments":[115],"demonstrate":[116],"XGBoost":[119],"achieves":[121],"Spearman":[123],"correlation":[124],"0.89":[126],"in-domain":[127],"0.58":[129],"more":[131],"challenging":[132],"scenarios.":[133],"Furthermore,":[134],"using":[135],"AgentMonitor":[136],"reduces":[137],"harmful":[138],"content":[139,145],"6.2%":[141],"increases":[143],"helpful":[144],"1.8%":[147],"on":[148],"average,":[149],"safety":[151],"reliability.":[153],"Code":[154],"is":[155],"available":[156],"\\url{https://github.com/chanchimin/AgentMonitor}.":[158]},"counts_by_year":[],"updated_date":"2026-02-09T09:26:11.010843","created_date":"2024-09-21T00:00:00"}
