Relevant bibliographies by topics / Protocol fuzzing

Contents

  1. Journal articles
  2. Dissertations / Theses
  3. Book chapters
  4. Conference papers

Academic literature on the topic 'Protocol fuzzing'

Author: Grafiati
Published: 28 June 2021
Last updated: 7 February 2022

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Journal articles on the topic "Protocol fuzzing"

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Wu, Xiao Lei. "Research on Network Security Algorithm Based on ZigBee Technology." Applied Mechanics and Materials 608-609 (October 2014): 503–6. http://dx.doi.org/10.4028/www.scientific.net/amm.608-609.503.

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Paper study the MAC layer security mechanism and data frame structure in ZigBee protocol, improve the algorithm for random Fuzzing test technology, and test method of attack fusion boundary, structure of Fuzzing and the node clone, proposed a ZigBee routing protocol for the MAC layer security comprehensive detection algorithm. Fuzzing test show that the testing algorithm can not only greatly improve the test efficiency in Fuzzing, more than the structure of Fuzzing is increased by 50% in path coverage.
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Luo, Jian-Zhen, Chun Shan, Jun Cai, and Yan Liu. "IoT Application-Layer Protocol Vulnerability Detection using Reverse Engineering." Symmetry 10, no. 11 (November 1, 2018): 561. http://dx.doi.org/10.3390/sym10110561.

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Fuzzing is regarded as the most promising method for protocol vulnerabilities discovering in network security of Internet of Things (IoT). However, one fatal drawback of existing fuzzing methods is that a huge number of test files are required to maintain a high test coverage. In this paper, a novel method based on protocol reverse engineering is proposed to reduce the amount of test files for fuzzing. The proposed method uses techniques in the field of protocol reverse engineering to identify message formats of IoT application-layer protocol and create test files by generating messages with error fields according to message formats. The protocol message treated as a sequence of bytes is assumed to obey a statistic process with change-points indicating the boundaries of message fields. Then, a multi-change-point detection procedure is introduced to identify change-points of byte sequences according to their statistic properties and divide them into segments according to their change-points. The message segments are further processed via a position-based occurrence probability test analysis to identify keyword fields, data fields and uncertain fields. Finally, a message generation procedure with mutation operation on message fields is applied to construct test files for fuzzing test. The results show that the proposed method can effectively find out the message fields and significantly reduce the amount of test files for fuzzing test.
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Zeng, Yingpei, Mingmin Lin, Shanqing Guo, Yanzhao Shen, Tingting Cui, Ting Wu, Qiuhua Zheng, and Qiuhua Wang. "MultiFuzz: A Coverage-Based Multiparty-Protocol Fuzzer for IoT Publish/Subscribe Protocols." Sensors 20, no. 18 (September 11, 2020): 5194. http://dx.doi.org/10.3390/s20185194.

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The publish/subscribe model has gained prominence in the Internet of things (IoT) network, and both Message Queue Telemetry Transport (MQTT) and Constrained Application Protocol (CoAP) support it. However, existing coverage-based fuzzers may miss some paths when fuzzing such publish/subscribe protocols, because they implicitly assume that there are only two parties in a protocol, which is not true now since there are three parties, i.e., the publisher, the subscriber and the broker. In this paper, we propose MultiFuzz, a new coverage-based multiparty-protocol fuzzer. First, it embeds multiple-connection information in a single input. Second, it uses a message mutation algorithm to stimulate protocol state transitions, without the need of protocol specifications. Third, it uses a new desockmulti module to feed the network messages into the program under test. desockmulti is similar to desock (Preeny), a tool widely used by the community, but it is specially designed for fuzzing and is 10x faster. We implement MultiFuzz based on AFL, and use it to fuzz two popular projects Eclipse Mosquitto and libCoAP. We reported discovered problems to the projects. In addition, we compare MultiFuzz with AFL and two state-of-the-art fuzzers, MOPT and AFLNET, and find it discovering more paths and crashes.
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Hernández Ramos, Santiago, M. Teresa Villalba, and Raquel Lacuesta. "MQTT Security: A Novel Fuzzing Approach." Wireless Communications and Mobile Computing 2018 (2018): 1–11. http://dx.doi.org/10.1155/2018/8261746.

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The Internet of Things is a concept that is increasingly present in our lives. The emergence of intelligent devices has led to a paradigm shift in the way technology interacts with the environment, leading society to a smarter planet. Consequently, new advanced telemetry approaches appear to connect all kinds of devices with each other, with companies, or with other networks, such as the Internet. On the road to an increasingly interconnected world, where critical devices rely on communication networks to provide an essential service, there arises the need to ensure the security and reliability of these protocols and applications. In this paper, we discuss a security-based approach for MQTT (Message Queue Telemetry Transport), which stands out as a very lightweight and widely used messaging and information exchange protocol for IoT (Internet of Things) devices throughout the world. To that end, we propose the creation of a framework that allows for performing a novel, template-based fuzzing technique on the MQTT protocol. The first experimental results showed that performance of the fuzzing technique presented here makes it a good candidate for use in network architectures with low processing power sensors, such as Smart Cities. In addition, the use of this fuzzer in widely used applications that implement MQTT has led to the discovery of several new security flaws not hitherto reported, demonstrating its usefulness as a tool for finding security vulnerabilities.
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Jero, Samuel, Maria Leonor Pacheco, Dan Goldwasser, and Cristina Nita-Rotaru. "Leveraging Textual Specifications for Grammar-Based Fuzzing of Network Protocols." Proceedings of the AAAI Conference on Artificial Intelligence 33 (July 17, 2019): 9478–83. http://dx.doi.org/10.1609/aaai.v33i01.33019478.

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Grammar-based fuzzing is a technique used to find software vulnerabilities by injecting well-formed inputs generated following rules that encode application semantics. Most grammar-based fuzzers for network protocols rely on human experts to manually specify these rules. In this work we study automated learning of protocol rules from textual specifications (i.e. RFCs). We evaluate the automatically extracted protocol rules by applying them to a state-of-the-art fuzzer for transport protocols and show that it leads to a smaller number of test cases while finding the same attacks as the system that uses manually specified rules.
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Wang, Zhiqiang, Yuheng Lin, Zihan Zhuo, Jieming Gu, and Tao Yang. "GNFCVulFinder: NDEF Vulnerability Discovering for NFC-Enabled Smart Mobile Devices Based on Fuzzing." Security and Communication Networks 2021 (June 28, 2021): 1–14. http://dx.doi.org/10.1155/2021/9946022.

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Near-field communication (NFC) is a set of communication protocols that enable two electronic devices. Its security and reliability are welcomed by mobile terminal manufactures, banks, telecom operators, and third-party payment platforms. Simultaneously, it has also drawn more and more attention from hackers and attackers, and NFC-enabled devices are facing increasing threats. To improve the security of the NFC technology, the paper studied the technology of discovering security vulnerabilities of NFC Data Exchange Format (NDEF), the most important data transmission protocol. In the paper, we proposed an algorithm, GTCT (General Test Case Construction and Test), based on fuzzing to construct test cases and test the NDEF protocol. GTCT adopts four strategies to construct test cases, manual, generation, mutation, and “reverse analysis,” which can detect logic vulnerabilities that fuzzing cannot find and improve the detection rate. Based on GTCT, we designed an NDEF vulnerability discovering framework and developed a tool named “GNFCVulFinder” (General NFC Vulnerability Finder). By testing 33 NFC system services and applications on Android and Windows Phones, we found eight vulnerabilities, including DoS vulnerabilities of NFC service, logic vulnerabilities about opening Bluetooth/Wi-Fi/torch, design flaws about the black screen, and DoS of NFC applications. Finally, we give some security suggestions for the developer to enhance the security of NFC.
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Song, Congxi, Bo Yu, Xu Zhou, and Qiang Yang. "SPFuzz: A Hierarchical Scheduling Framework for Stateful Network Protocol Fuzzing." IEEE Access 7 (2019): 18490–99. http://dx.doi.org/10.1109/access.2019.2895025.

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Xie, Haofei, Zhihui Wang, and Deng Xin Yang. "Design of fuzzing test tool based on WIA-PA protocol." Journal of Physics: Conference Series 1856, no. 1 (April 1, 2021): 012046. http://dx.doi.org/10.1088/1742-6596/1856/1/012046.

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Li, Xiaoyi, Xiaojun Pan, and Yanbin Sun. "PS-Fuzz: Efficient Graybox Firmware Fuzzing Based on Protocol State." Journal on Artificial Intelligence 3, no. 1 (2021): 21–31. http://dx.doi.org/10.32604/jai.2021.017328.

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Wang, Enze, Baosheng Wang, Wei Xie, Zhenhua Wang, Zhenhao Luo, and Tai Yue. "EWVHunter: Grey-Box Fuzzing with Knowledge Guide on Embedded Web Front-Ends." Applied Sciences 10, no. 11 (June 10, 2020): 4015. http://dx.doi.org/10.3390/app10114015.

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At present, embedded devices have become a part of people’s lives, so detecting security vulnerabilities contained in devices becomes imperative. There are three challenges in detecting embedded device vulnerabilities: (1) Most network protocols are stateful; (2) the communication between the web front-end and the device is encrypted or encoded; and (3) the conditional constraints of programs in the device reduce the depth and breadth of fuzz testing. To address these challenges, we propose a new type of gray-box fuzz testing framework in this paper, called EWVHunter, which is mainly used to find authentication bypass and command injection vulnerabilities in embedded devices. The key idea in this paper is based on the observation that most embedded devices are controlled through the web front-end. Such embedded devices often contain rich information in the communication protocol between the web front-end and device. Therefore, by filling data at the input source on the web front-end and reusing web front-end program logic, we can effectively solve the impact of the stateful network protocol and communication data encryption on fuzzing without relying on any knowledge about the communication protocol. Additionally, we use firmware information extraction to enhance EWVHunter so that it can detect vulnerabilities in deep layer codes and hidden interfaces. In our research, we implemented EWVHunter and evaluated 8 real-world embedded devices, and our approach identified 12 vulnerabilities (including 7 zero-days), which affect a total of 31,996 online devices.
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Dissertations / Theses on the topic "Protocol fuzzing"

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Yara, Ahmad. "Preventing Vulnerabilities and MitigatingAttacks on the MQTT Protocol." Thesis, Örebro universitet, Institutionen för naturvetenskap och teknik, 2020. http://urn.kb.se/resolve?urn=urn:nbn:se:oru:diva-90763.

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Syftet med denna studie är att undersöka och förstå hur säkerhetsöverträdelser kan förhindrasoch mitigeras i ett MQTT protokoll för att öka den överliggande säkerheten. Jag är särskiltintresserad av tekniker såsom Fuzzing, Fuzzy Logic och Machine Learning..För att undersöka syftet, analyserade och diskuterade jag tidigare implementationer avFuzzing, Fuzzy Logic och Machine Learning, i ett MQTT protokoll. Analysen visade attFuzzing ansågs vara en väldigt effektiv metod för att förhindra säkerhetsöverträdelser samtatt både Fuzzy Logic och Machine Learning var effektiva metoder för mitigering.Sammanfattningsvis, kan säkerhetsnivån i ett MQTT protokoll öka genom implementering avmetoder som används i syfte att förhindra och mitigera säkerhetsöverträdelser. Exempelviskan man först använda Fuzzing för att hitta och korrigera sårbarheter och därigenomförhindra dem. Därefter kan man antingen använda sig av Fuzzy Logic eller MachineLearning för att mitigera plötsliga attacker på MQTT protokollet när den är i produktion.Detta betyder att att utvecklaren kan kombinera metoder för att både förhindra och mitigeraöverträdelser i syfte att öka säkerhetsnivån i ett MQTT protokoll.
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Venger, Adam. "Black-box analýza zabezpečení Wi-Fi." Master's thesis, Vysoké učení technické v Brně. Fakulta informačních technologií, 2021. http://www.nusl.cz/ntk/nusl-445533.

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Zariadenia, na ktoré sa každodenne spoliehame, sú stále zložitejšie a využívajú zložitejšie protokoly. Jedným z týchto protokolov je Wi-Fi. S rastúcou zložitosťou sa zvyšuje aj potenciál pre implementačné chyby. Táto práca skúma Wi-Fi protokol a použitie fuzz testingu pre generovanie semi-validných vstupov, ktoré by mohli odhaliť zraniteľné miesta v zariadeniach. Špeciálna pozornosť bola venovaná testovaniu Wi-Fi v systéme ESP32 a ESP32-S2. Výsledkom práce je fuzzer vhodný pre testovanie akéhokoľvek Wi-Fi zariadenia, monitorovací nástroj špeciálne pre ESP32 a sada testovacích programov pre ESP32. Nástroj neodhalil žiadne potenciálne zraniteľnosti.
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Potnuru, Srinath. "Fuzzing Radio Resource Control messages in 5G and LTE systems : To test telecommunication systems with ASN.1 grammar rules based adaptive fuzzer." Thesis, KTH, Skolan för elektroteknik och datavetenskap (EECS), 2021. http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-294140.

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5G telecommunication systems must be ultra-reliable to meet the needs of the next evolution in communication. The systems deployed must be thoroughly tested and must conform to their standards. Software and network protocols are commonly tested with techniques like fuzzing, penetration testing, code review, conformance testing. With fuzzing, testers can send crafted inputs to monitor the System Under Test (SUT) for a response. 3GPP, the standardization body for the telecom system, produces new versions of specifications as part of continuously evolving features and enhancements. This leads to many versions of specifications for a network protocol like Radio Resource Control (RRC), and testers need to constantly update the testing tools and the testing environment. In this work, it is shown that by using the generic nature of RRC specifications, which are given in Abstract Syntax Notation One (ASN.1) description language, one can design a testing tool to adapt to all versions of 3GPP specifications. This thesis work introduces an ASN.1 based adaptive fuzzer that can be used for testing RRC and other network protocols based on ASN.1 description language. The fuzzer extracts knowledge about ongoing RRC messages using protocol description files of RRC, i.e., RRC ASN.1 schema from 3GPP, and uses the knowledge to fuzz RRC messages. The adaptive fuzzer identifies individual fields, sub-messages, and custom data types according to specifications when mutating the content of existing messages. Furthermore, the adaptive fuzzer has identified a previously unidentified vulnerability in Evolved Packet Core (EPC) of srsLTE and openLTE, two open-source LTE implementations, confirming the applicability to robustness testing of RRC and other network protocols.
5G-telekommunikationssystem måste vara extremt tillförlitliga för att möta behoven för den kommande utvecklingen inom kommunikation. Systemen som används måste testas noggrant och måste överensstämma med deras standarder. Programvara och nätverksprotokoll testas ofta med tekniker som fuzzing, penetrationstest, kodgranskning, testning av överensstämmelse. Med fuzzing kan testare skicka utformade input för att övervaka System Under Test (SUT) för ett svar. 3GPP, standardiseringsorganet för telekomsystemet, producerar ofta nya versioner av specifikationer för att möta kraven och bristerna från tidigare utgåvor. Detta leder till många versioner av specifikationer för ett nätverksprotokoll som Radio Resource Control (RRC) och testare behöver ständigt uppdatera testverktygen och testmiljön. I detta arbete visar vi att genom att använda den generiska karaktären av RRC-specifikationer, som ges i beskrivningsspråket Abstract Syntax Notation One (ASN.1), kan man designa ett testverktyg för att anpassa sig till alla versioner av 3GPP-specifikationer. Detta uppsatsarbete introducerar en ASN.1-baserad adaptiv fuzzer som kan användas för att testa RRC och andra nätverksprotokoll baserat på ASN.1- beskrivningsspråk. Fuzzer extraherar kunskap om pågående RRC meddelanden med användning av protokollbeskrivningsfiler för RRC, dvs RRC ASN.1 schema från 3GPP, och använder kunskapen för att fuzz RRC meddelanden. Den adaptiva fuzzer identifierar enskilda fält, delmeddelanden och anpassade datatyper enligt specifikationer när innehållet i befintliga meddelanden muteras. Dessutom har den adaptiva fuzzer identifierat en tidigare oidentifierad sårbarhet i Evolved Packet Core (EPC) för srsLTE och openLTE, två opensource LTE-implementeringar, vilket bekräftar tillämpligheten för robusthetsprovning av RRC och andra nätverksprotokoll.
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Liljekvist, Hampus. "Detecting Synchronisation Problems in Networked Lockstep Games." Thesis, KTH, Skolan för datavetenskap och kommunikation (CSC), 2016. http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-189593.

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The complexity associated with development of networked video games creates a need for tools for verifying a consistent player experience. Some networked games achieve consistency through the lockstep protocol, which requires identical execution of sent commands for players to stay synchronised. In this project a method for testing networked multiplayer lockstep games for synchronisation problems related to nondeterministic behaviour is formulated and evaluated. An integrated fuzzing AI is constructed which tries to cause desynchronisation in the tested game and generate data for analysis using log files. Scripts are used for performing semi-automated test runs and parsing the data. The results show that the test system has potential for finding synchronisation problems if the fuzzing AI is used in conjunction with the regular AI in the tested game, but not for finding the origins of said problems.
Komplexiteten förenad med utveckling av nätverksuppkopplade dataspel skapar ett behov av verktyg för att verifiera en konsistent spelarupplevelse. Vissa nätverksspel hålls konsistenta med hjälp av lockstep-protokollet, vilket kräver identisk exekvering av skickade kommandon för att spelarna ska hållas synkroniserade. I detta projekt formuleras och evalueras en metod för att testa om nätverksuppkopplade flerspelarspel lider av synkroniseringsproblem relaterade till ickedeterministiskt beteende. En integrerad fuzzing-AI konstrueras som försöka orsaka desynkronisering i det testade spelet och generera data för analys med hjälp av loggfiler. Skript används för att utföra halvautomatiserade testkörningar och tolka data. Resultaten visar att testsystemet har potential för att hitta synkroniseringsproblem om fuzzing-AI:n används tillsammans med den vanliga AI:n i det testade spelet, men inte för att hitta de bakomliggande orsakerna till dessa problem.
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Abdelnur, Humberto. "Architecture de Sécurité sur la Voix sur IP." Phd thesis, 2009. http://tel.archives-ouvertes.fr/tel-00436270.

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Les solutions voix sur IP (VoIP) sont actuellement en plein essor et gagnent tous le jours de nouveaux marché en raison de leur faible coût et d'une palette de services riche. Comme la voix sur IP transite par l'Internet ou utilise ses protocoles, elle devient la cible de multiples attaques qui peuvent mettre son usage en péril. Parmis les menaces les plus dangereuses on trouve les bugs et les failles dans les implantations logicielles des équipements qui participent à la livraison de ces services. Cette thése comprend trois contributions à l'amélioration de la sécurité des logiciels. La première est une architecture d'audit de sécurité pour les services VoIP intégrant découverte, gestion des données et attaques à des fins de test. La seconde contribution consiste en la livraison d'une approche autonome de discrimination de signatures de messages permettant l'automatisation de la fonction de fingerprinting passif utilisée pour identifier de façon unique et non ambigüe la source d'un message. La troisième contribution porte sur la détection dynamique de vulnérabilités dans des états avancés d'une interaction protocolaire avec un équipement cible. L'expérience acquise dans la recherche de vulnérabilités dans le monde de la VoIP avec nos algorithmes est également partagée dans cette thèse.
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Book chapters on the topic "Protocol fuzzing"

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Bai, Shuangpeng, Hui Wen, Dongliang Fang, Yue Sun, Puzhuo Liu, and Limin Sun. "DSS: Discrepancy-Aware Seed Selection Method for ICS Protocol Fuzzing." In Applied Cryptography and Network Security, 27–48. Cham: Springer International Publishing, 2021. http://dx.doi.org/10.1007/978-3-030-78375-4_2.

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Zhao, Jingling, Zhan Su, Jinxin Ma, and Baojiang Cui. "Fuzzing Test Method Based on Constraint-Conditions Priority for LTE-EPC Protocol." In Advances in Intelligent Systems and Computing, 465–75. Cham: Springer International Publishing, 2018. http://dx.doi.org/10.1007/978-3-319-93659-8_41.

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Hu, Yang, Wenchuan Yang, Baojiang Cui, Xiaohui Zhou, Zhijie Mao, and Ying Wang. "Fuzzing Method Based on Selection Mutation of Partition Weight Table for 5G Core Network NGAP Protocol." In Innovative Mobile and Internet Services in Ubiquitous Computing, 144–55. Cham: Springer International Publishing, 2021. http://dx.doi.org/10.1007/978-3-030-79728-7_15.

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Fan, Rong, and Yaoyao Chang. "Machine Learning for Black-Box Fuzzing of Network Protocols." In Information and Communications Security, 621–32. Cham: Springer International Publishing, 2018. http://dx.doi.org/10.1007/978-3-319-89500-0_53.

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Gascon, Hugo, Christian Wressnegger, Fabian Yamaguchi, Daniel Arp, and Konrad Rieck. "Pulsar: Stateful Black-Box Fuzzing of Proprietary Network Protocols." In Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, 330–47. Cham: Springer International Publishing, 2015. http://dx.doi.org/10.1007/978-3-319-28865-9_18.

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Conference papers on the topic "Protocol fuzzing"

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He, HuiHui, and YongJun Wang. "PNFUZZ: A Stateful Network Protocol Fuzzing Approach Based on Packet Clustering." In 6th International Conference on Computer Science, Engineering And Applications (CSEA 2020). AIRCC Publishing Corporation, 2020. http://dx.doi.org/10.5121/csit.2020.101805.

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Due to the interactivity of stateful network protocol, network protocol fuzzing has higher blindness and lower testcase validity. The existing blackbox-based fuzzing has the disadvantages of high randomness and blindness. The manual description of protocol specification which requires more expert knowledge, is tedious and does not support the protocol without public document, which limits the effect of current network protocol fuzzer. In this paper, we present PNFUZZ, a fuzzer that adopts the state inference based on packet clustering algorithm and coverage oriented mutation strategy. We train a clustering model through the target protocol packet, and use the model to identify the server’s protocol state, thereby optimizing the process of testcase generation. The experimental results show that the proposed approach has a certain improvement in fuzzing effect.
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Biyani, Aabha, Gantavya Sharma, Jagannath Aghav, Piyush Waradpande, Purva Savaji, and Mrityunjay Gautam. "Extension of SPIKE for Encrypted Protocol Fuzzing." In 2011 3rd International Conference on Multimedia Information Networking and Security (MINES). IEEE, 2011. http://dx.doi.org/10.1109/mines.2011.143.

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Cui, Yanpeng, Ting Yu, and Jianwei Hu. "IKEv2 Protocol Fuzzing Test on Simulated ASA." In 2018 IEEE International Conference on Smart Internet of Things (SmartIoT). IEEE, 2018. http://dx.doi.org/10.1109/smartiot.2018.00-16.

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Natella, Roberto, and Van-Thuan Pham. "ProFuzzBench: a benchmark for stateful protocol fuzzing." In ISSTA '21: 30th ACM SIGSOFT International Symposium on Software Testing and Analysis. New York, NY, USA: ACM, 2021. http://dx.doi.org/10.1145/3460319.3469077.

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Casteur, G., A. Aubaret, B. Blondeau, V. Clouet, A. Quemat, V. Pical, and R. Zitouni. "Fuzzing attacks for vulnerability discovery within MQTT protocol." In 2020 International Wireless Communications and Mobile Computing (IWCMC). IEEE, 2020. http://dx.doi.org/10.1109/iwcmc48107.2020.9148320.

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Daniel, Lesly-Ann, Erik Poll, and Joeri de Ruiter. "Inferring OpenVPN State Machines Using Protocol State Fuzzing." In 2018 IEEE European Symposium on Security and Privacy Workshops (EuroS&PW). IEEE, 2018. http://dx.doi.org/10.1109/eurospw.2018.00009.

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Gao, Zicong, Weiyu Dong, Rui Chang, and Chengwei Ai. "The Stacked Seq2seq-attention Model for Protocol Fuzzing." In 2019 IEEE 7th International Conference on Computer Science and Network Technology (ICCSNT). IEEE, 2019. http://dx.doi.org/10.1109/iccsnt47585.2019.8962499.

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Li, Yihao, Shenmei Zhang, Lifa Wu, Peihong Lin, and Zhenji Zhou. "A Binary Protocol Fuzzing Method Based on SeqGAN." In 2020 IEEE 9th Joint International Information Technology and Artificial Intelligence Conference (ITAIC). IEEE, 2020. http://dx.doi.org/10.1109/itaic49862.2020.9339152.

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Zulkarneev, Iskander, and Vladimir Nestor. "Feedback-based Greybox Fuzzing of EtherCAT Industrial Protocol." In 2021 IEEE Ural Symposium on Biomedical Engineering, Radioelectronics and Information Technology (USBEREIT). IEEE, 2021. http://dx.doi.org/10.1109/usbereit51232.2021.9455080.

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Hu, Zhihao, and Zulie Pan. "A Systematic Review of Network Protocol Fuzzing Techniques." In 2021 IEEE 4th Advanced Information Management, Communicates, Electronic and Automation Control Conference (IMCEC). IEEE, 2021. http://dx.doi.org/10.1109/imcec51613.2021.9482063.

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