{"id":"https://openalex.org/W4406861236","doi":"https://doi.org/10.1109/ipccc59868.2024.10850039","title":"Large Language Model guided State Selection Approach for Fuzzing Network Protocol","display_name":"Large Language Model guided State Selection Approach for Fuzzing Network Protocol","publication_year":2024,"publication_date":"2024-11-22","ids":{"openalex":"https://openalex.org/W4406861236","doi":"https://doi.org/10.1109/ipccc59868.2024.10850039"},"language":"en","primary_location":{"id":"doi:10.1109/ipccc59868.2024.10850039","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ipccc59868.2024.10850039","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Performance, Computing, and Communications Conference (IPCCC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5044342806","display_name":"Bo Yu","orcid":"https://orcid.org/0000-0003-2488-8908"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Yu","raw_affiliation_strings":["National University of Defense Technology,School of Computer,Changsha,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,School of Computer,Changsha,China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Qihong Song","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qihong Song","raw_affiliation_strings":["National University of Defense Technology,School of Computer,Changsha,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,School of Computer,Changsha,China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":null,"display_name":"Chengnuo Cai","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengnuo Cai","raw_affiliation_strings":["National University of Defense Technology,School of Computer,Changsha,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,School of Computer,Changsha,China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12326","display_name":"Network Packet Processing and Optimization","score":0.9617000222206116,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T12326","display_name":"Network Packet Processing and Optimization","score":0.9617000222206116,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T12203","display_name":"Mobile Agent-Based Network Management","score":0.9480999708175659,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9420999884605408,"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/fuzz-testing","display_name":"Fuzz testing","score":0.8885802030563354},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8297075629234314},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.6335986852645874},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5802301168441772},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.5386607050895691},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.4394325315952301},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.39887672662734985},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3569681644439697},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.27709877490997314},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.08602729439735413}],"concepts":[{"id":"https://openalex.org/C111065885","wikidata":"https://www.wikidata.org/wiki/Q1189053","display_name":"Fuzz testing","level":3,"score":0.8885802030563354},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8297075629234314},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.6335986852645874},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5802301168441772},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.5386607050895691},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.4394325315952301},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.39887672662734985},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3569681644439697},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27709877490997314},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.08602729439735413},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ipccc59868.2024.10850039","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ipccc59868.2024.10850039","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Performance, Computing, and Communications Conference (IPCCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.5400000214576721,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322843","display_name":"Natural Science Foundation of\u00a0Hunan Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2964241064","https://openalex.org/W3047947484","https://openalex.org/W3181528482","https://openalex.org/W3207926955","https://openalex.org/W4226265578","https://openalex.org/W4378591002","https://openalex.org/W4383223817","https://openalex.org/W4390638022","https://openalex.org/W4391724785","https://openalex.org/W4394769544","https://openalex.org/W6793945956","https://openalex.org/W6809646742","https://openalex.org/W6810162553","https://openalex.org/W6810421805"],"related_works":["https://openalex.org/W2511770387","https://openalex.org/W3120811337","https://openalex.org/W2766647240","https://openalex.org/W4385301282","https://openalex.org/W2990186179","https://openalex.org/W4210660460","https://openalex.org/W3203597304","https://openalex.org/W4248424560","https://openalex.org/W3119380829","https://openalex.org/W2521811015"],"abstract_inverted_index":{"Fuzzing":[0],"network":[1,23],"protocols":[2,177],"is":[3],"challenging":[4],"due":[5],"to":[6,32,58,108,185,207],"their":[7],"various":[8],"factors":[9],"including":[10],"protocol":[11,24,65,79,111,125],"state":[12,14,19,72,112,127,149,161,196],"and":[13,36,49,73,126,129,141,150,191,202,211],"transitions.":[15],"To":[16,89,163],"achieve":[17],"better":[18],"coverage":[20,75,204],"when":[21],"fuzzing":[22,39],"with":[25,135,174],"grey-box":[26],"fuzzing,":[27],"several":[28],"approaches":[29,69],"are":[30,55],"proposed":[31],"select":[33],"valuable":[34,131],"states":[35,132],"optimize":[37],"the":[38,43,106,115,120,123,136,143,152,156,159,165],"process.":[40],"Based":[41],"on":[42,76],"ability":[44],"of":[45,122,146,155,167],"extensive":[46,172],"knowledge":[47],"integration":[48],"reasoning,":[50],"large":[51],"language":[52],"models":[53],"(LLMs)":[54],"also":[56],"imported":[57],"generate":[59],"more":[60],"effective":[61],"test":[62],"cases":[63],"for":[64,158],"fuzzing.":[66],"However,":[67],"these":[68],"leave":[70],"poor":[71],"code":[74],"real-world":[77,176],"services":[78],"evaluation":[80],"since":[81],"they":[82],"use":[83],"either":[84],"random":[85],"selection":[86],"or":[87],"heuristics.":[88],"address":[90],"this":[91],"issue,":[92],"we":[93,169],"present":[94],"LLMgSSA,":[95,168],"a":[96],"Large":[97],"Language":[98],"Model":[99],"guided":[100],"State":[101],"Selection":[102],"Approach,":[103],"which":[104],"navigates":[105],"LLM":[107,157],"reason":[109],"about":[110],"selection.":[113,162],"In":[114],"approach,":[116],"LLMgSSA":[117,193],"first":[118],"extracts":[119],"features":[121],"current":[124,144],"space":[128],"determines":[130],"by":[133,205],"interacting":[134],"LLM.":[137],"It":[138],"then":[139],"collects":[140],"analyzes":[142],"status":[145],"each":[147],"covered":[148,198],"combines":[151],"inference":[153],"results":[154,181],"final":[160],"evaluate":[164],"effectiveness":[166],"have":[170],"conducted":[171],"experiments":[173],"five":[175],"from":[178],"ProFuzzBench.":[179],"Experimental":[180],"show":[182],"that,":[183],"compared":[184],"three":[186],"state-of-the-art":[187],"fuzzers,":[188],"ChataFL,":[189],"AFLnet,":[190],"NSFuzz,":[192],"can":[194],"increase":[195],"transitions,":[197],"states,":[199],"branch":[200],"coverage,":[201],"line":[203],"up":[206],"70.6%,":[208],"35.3%,":[209],"13.1%,":[210],"13.1%":[212],"respectively.":[213]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}