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NSFuzz: Towards Efficient and State-Aware Network Service Fuzzing

https://doi.org/10.1145/3580598
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/11836810_25openalex-snapshot
SNOOZE: Toward a Stateful NetwOrk prOtocol fuzZEr
inferredcites →https://doi.org/10.1007/978-0-387-35413-2_16openalex-snapshot
Software Security Assessment through Specification Mutations and Fault Injection
inferredcites →https://doi.org/10.1007/978-3-319-28865-9_18openalex-snapshot
Pulsar: Stateful Black-Box Fuzzing of Proprietary Network Protocols
inferredcites →https://doi.org/10.1007/s10664-022-10233-3openalex-snapshot
StateAFL: Greybox fuzzing for stateful network servers
inferredcites →https://doi.org/10.1016/0890-5401(87)90052-6openalex-snapshot
Learning regular sets from queries and counterexamples
inferredcites →https://doi.org/10.1109/access.2019.2895025openalex-snapshot
SPFuzz: A Hierarchical Scheduling Framework for Stateful Network Protocol Fuzzing
inferredcites →https://doi.org/10.1109/access.2020.3025037openalex-snapshot
SGPFuzzer: A State-Driven Smart Graybox Protocol Fuzzer for Network Protocol Implementations
inferredcites →https://doi.org/10.1109/dac18074.2021openalex-snapshot
2021 58th ACM/IEEE Design Automation Conference (DAC)
inferredcites →https://doi.org/10.1109/iscc.2010.5546704openalex-snapshot
AspFuzz: A state-aware protocol fuzzer based on application-layer protocols
inferredcites →https://doi.org/10.1109/sp.2009.14openalex-snapshot
Prospex: Protocol Specification Extraction
inferredcites →https://doi.org/10.1109/sp40000.2020.00117openalex-snapshot
Ijon: Exploring Deep State Spaces via Fuzzing
inferredcites →https://doi.org/10.1145/1326304.1326313openalex-snapshot
KiF
inferredcites →https://doi.org/10.1145/3319535.3363247openalex-snapshot
Poster
inferredcites →https://doi.org/10.1145/3338502.3359762openalex-snapshot
Exploring Effective Fuzzing Strategies to Analyze Communication Protocols
inferredcites →https://doi.org/10.1145/3360600openalex-snapshot
FuzzFactory: domain-specific fuzzing with waypoints
inferredcites →https://doi.org/10.1145/3460319.3469077openalex-snapshot
ProFuzzBench: a benchmark for stateful protocol fuzzing
inferredcites →https://doi.org/10.1145/3533767.3534376openalex-snapshot
SnapFuzz: high-throughput fuzzing of network applications
inferredcites →https://doi.org/10.48550/arxiv.2111.03013openalex-snapshot
Nyx-Net: Network Fuzzing with Incremental Snapshots
inferredcites →https://doi.org/10.5121/csit.2020.101805openalex-snapshot
PNFUZZ: A Stateful Network Protocol Fuzzing Approach Based on Packet Clustering

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-031-70890-9_4openalex-snapshot
Netfuzzlib: Adding First-Class Fuzzing Support to Network Protocol Implementations
inferred← citeshttps://doi.org/10.1007/978-3-032-02018-5_9openalex-snapshot
i7Fuzzer: Neural-Guided Fuzzing for Enhancing Security Testing of Stateful Protocols
inferred← citeshttps://doi.org/10.1007/978-3-032-07894-0_1openalex-snapshot
QUIC-Fuzz: An Effective Greybox Fuzzer For The QUIC Protocol
inferred← citeshttps://doi.org/10.1007/978-3-032-08124-7_5openalex-snapshot
EvoFuzz: Enhancing State Space Exploration and Seed Prioritization in Stateful Protocol Fuzzing Using Evolutionary Game Theory
inferred← citeshttps://doi.org/10.1007/978-981-96-4836-8_12openalex-snapshot
FCFuzz: Format Constrained Fuzzing for Network Protocol Implementations
inferred← citeshttps://doi.org/10.1007/978-981-96-4836-8_14openalex-snapshot
FSFuzzer: A High-Performance Greybox Fuzzer for Stateful Network Protocol
inferred← citeshttps://doi.org/10.1007/s42979-024-03234-0openalex-snapshot
A Retrospective Analysis of a Rapid Review on Fuzz Security Testing for Software Implementation of Communication Protocols
inferred← citeshttps://doi.org/10.1016/j.asoc.2025.112973openalex-snapshot
Generative fuzzer-driven vulnerability detection in the Internet of Things networks
inferred← citeshttps://doi.org/10.1016/j.comnet.2024.110605openalex-snapshot
Stateful black-box fuzzing for encryption protocols and its application in IPsec
inferred← citeshttps://doi.org/10.1016/j.comnet.2025.111734openalex-snapshot
FuzzyDoo: A framework for finding flaws in the 5G landscape
inferred← citeshttps://doi.org/10.1016/j.comnet.2026.112704openalex-snapshot
EleFuzz: A fragment-aware adaptive black-box fuzzer for network protocols
inferred← citeshttps://doi.org/10.1016/j.cose.2024.103904openalex-snapshot
CatchFuzz: Reliable active anti-fuzzing techniques against coverage-guided fuzzer
inferred← citeshttps://doi.org/10.1016/j.cose.2024.104099openalex-snapshot
AugPersist: Automatically augmenting the persistence of coverage-based greybox fuzzing for persistent software
inferred← citeshttps://doi.org/10.1016/j.cose.2025.104581openalex-snapshot
CSFuzzer: A grey-box fuzzer for network protocol using context-aware state feedback
inferred← citeshttps://doi.org/10.1016/j.cose.2025.104621openalex-snapshot
MSNFuzz: Multi-criteria state-sensitive network protocol fuzzing
inferred← citeshttps://doi.org/10.1016/j.cose.2025.104683openalex-snapshot
Survey of network protocol fuzzers: Taxonomy, techniques, and directions
inferred← citeshttps://doi.org/10.1016/j.cose.2025.104684openalex-snapshot
RPFUZZ: Efficient network service fuzzing via pruning redundant mutation
inferred← citeshttps://doi.org/10.1016/j.cose.2026.105055openalex-snapshot
RSAFL: Guide protocol fuzzing by runtime state data
inferred← citeshttps://doi.org/10.1016/j.hcc.2024.100211openalex-snapshot
A survey on large language model (LLM) security and privacy: The Good, The Bad, and The Ugly
inferred← citeshttps://doi.org/10.1016/j.infsof.2024.107651openalex-snapshot
Improving seed quality with historical fuzzing results
inferred← citeshttps://doi.org/10.1016/j.infsof.2025.107797openalex-snapshot
A survey of coverage-guided greybox fuzzing with deep neural models
inferred← citeshttps://doi.org/10.1016/j.iotcps.2025.01.001openalex-snapshot
Generative AI in cybersecurity: A comprehensive review of LLM applications and vulnerabilities
inferred← citeshttps://doi.org/10.1109/aetcse69203.2026.11504130openalex-snapshot
SPPFuzz: A State-Aware Process Pool Based Black-Box Fuzzing Framework for Network Protocols
inferred← citeshttps://doi.org/10.1109/eiecs63941.2024.10800590openalex-snapshot
Fuzz Testing of Protocols Based on Protocol Process State Machines
inferred← citeshttps://doi.org/10.1109/hpcc64274.2024.00161openalex-snapshot
Speed is Not All You Need When Fuzzing Stateful Network Servers
inferred← citeshttps://doi.org/10.1109/iccc62609.2024.10942244openalex-snapshot
Fuzz Testing of Stateful Network Protocols Based on Multi-Armed Bandit Variant
inferred← citeshttps://doi.org/10.1109/icsece58870.2023.10263353openalex-snapshot
Exploring the Importance of Initial Seeds in Stateful Fuzzing of Network Services
inferred← citeshttps://doi.org/10.1109/icsp69961.2026.11540576openalex-snapshot
A Protocol-Aware Fuzzing Framework for Cross-Architecture Satellite Firmware
inferred← citeshttps://doi.org/10.1109/icsrs59833.2023.10381445openalex-snapshot
Squashing Resource Exhaustion Bugs with Black-Box Fuzzing and Reinforcement Learning
inferred← citeshttps://doi.org/10.1109/icst60714.2024.00022openalex-snapshot
Formatted Stateful Greybox Fuzzing of TLS Server
inferred← citeshttps://doi.org/10.1109/qrs-c65679.2025.00074openalex-snapshot
CPFuzz: A Model-based Black-box Fuzzer for Cryptographic Protocols
inferred← citeshttps://doi.org/10.1109/qrs62785.2024.00033openalex-snapshot
Weaknesses in LLM-Generated Code for Embedded Systems Networking
inferred← citeshttps://doi.org/10.1109/sp54263.2024.00129openalex-snapshot
Break the Wall from Bottom: Automated Discovery of Protocol-Level Evasion Vulnerabilities in Web Application Firewalls
inferred← citeshttps://doi.org/10.1109/sse67621.2025.00028openalex-snapshot
On the Challenges of Fuzzing Techniques via Large Language Models
inferred← citeshttps://doi.org/10.1109/trustcom63139.2024.00261openalex-snapshot
GeMuFuzz: Integrating Generative and Mutational Fuzzing with Deep Learning
inferred← citeshttps://doi.org/10.1145/3658644.3690229openalex-snapshot
Program Environment Fuzzing
inferred← citeshttps://doi.org/10.1145/3658644.3690299openalex-snapshot
BinPRE: Enhancing Field Inference in Binary Analysis Based Protocol Reverse Engineering
inferred← citeshttps://doi.org/10.1145/3696788openalex-snapshot
A Survey of Protocol Fuzzing
inferred← citeshttps://doi.org/10.1145/3719027.3744826openalex-snapshot
Validating Interior Gateway Routing Protocols via Equivalent Topology Synthesis
inferred← citeshttps://doi.org/10.1145/3728877openalex-snapshot
FreeWavm: Enhanced WebAssembly Runtime Fuzzing Guided by Parse Tree Mutation and Snapshot
inferred← citeshttps://doi.org/10.1145/3733717openalex-snapshot
Learning-Guided Fuzzing for Testing Stateful SDN Controllers
inferred← citeshttps://doi.org/10.1145/3760529openalex-snapshot
FuSS: Coverage-Directed Hardware Fuzzing with Selective Symbolic Execution
inferred← citeshttps://doi.org/10.1145/3774904.3792517openalex-snapshot
SPCA: Stream Parser Confusion Attack for Web Application Firewall Evasion in HTTP/2
inferred← citeshttps://doi.org/10.1145/3832249openalex-snapshot
NCFuzz: Configuration-Guided Network Service Fuzzing
inferred← citeshttps://doi.org/10.1145/3832783.3834437openalex-snapshot
Refine2Diff: Detecting Protocol Specification–Implementation Inconsistencies via Specification-Driven Code Refinement
inferred← citeshttps://doi.org/10.1186/s42400-025-00377-2openalex-snapshot
CAFLnet: a network protocol fuzzing framework based on selection algorithm with enhanced contextual information
inferred← citeshttps://doi.org/10.1186/s42400-026-00646-8openalex-snapshot
Binary protocol greybox fuzzing driven by marine predators algorithm
inferred← citeshttps://doi.org/10.14722/ndss.2024.24556openalex-snapshot
Large Language Model guided Protocol Fuzzing
inferred← citeshttps://doi.org/10.21203/rs.3.rs-4963553/v1openalex-snapshot
Systematic Review of Fuzzing in IoT: Evaluating Techniques, Vulnerabilities, and Research Gaps
inferred← citeshttps://doi.org/10.2139/ssrn.7383642openalex-snapshot
AFLPro: A Protocol-Aware Regression Greybox Fuzzing Approach for Security Testing of Consumer Electronics
inferred← citeshttps://doi.org/10.3390/electronics13244962openalex-snapshot
Reinforcement Learning-Based Multi-Phase Seed Scheduling for Network Protocol Fuzzing
inferred← citeshttps://doi.org/10.3390/electronics14101931openalex-snapshot
StatePre: A Large Language Model-Based State-Handling Method for Network Protocol Fuzzing
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