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FirmAE: Towards Large-Scale Emulation of IoT Firmware for Dynamic Analysis

https://doi.org/10.1145/3427228.3427294
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What this work says

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

inferredcites →https://doi.org/10.1016/j.ijcip.2014.03.001openalex-snapshot
Evaluation of the ability of the Shodan search engine to identify Internet-facing industrial control devices
inferredcites →https://doi.org/10.1049/cp.2014.0589openalex-snapshot
Automatic fuzz testing of web service vulnerability
inferredcites →https://doi.org/10.1109/ecrime47957.2019.9037501openalex-snapshot
Honware: A Virtual Honeypot Framework for Capturing CPE and IoT Zero Days
inferredcites →https://doi.org/10.1109/mic.2016.103openalex-snapshot
Rethinking the Honeypot for Cyber-Physical Systems
inferredcites →https://doi.org/10.1109/sp.2015.50openalex-snapshot
Program-Adaptive Mutational Fuzzing
inferredcites →https://doi.org/10.1109/sp.2019.00003openalex-snapshot
Asm2Vec: Boosting Static Representation Robustness for Binary Clone Search against Code Obfuscation and Compiler Optimization
inferredcites →https://doi.org/10.1145/1920261.1920276openalex-snapshot
A quantitative analysis of the insecurity of embedded network devices
inferredcites →https://doi.org/10.1145/2590296.2590301openalex-snapshot
Prospect
inferredcites →https://doi.org/10.1145/2897845.2897900openalex-snapshot
Automated Dynamic Firmware Analysis at Scale
inferredcites →https://doi.org/10.1145/3173162.3177157openalex-snapshot
FirmUp
inferredcites →https://doi.org/10.1184/r1/6469118openalex-snapshot
Optimizing Seed Selection for Fuzzing
inferredcites →https://doi.org/10.14722/bar.2018.23017openalex-snapshot
Avatar 2 : A Multi-Target Orchestration Platform
inferredcites →https://doi.org/10.14722/ndss.2014.23229openalex-snapshot
Avatar: A Framework to Support Dynamic Security Analysis of Embedded Systems’ Firmwares
inferredcites →https://doi.org/10.14722/ndss.2015.23294openalex-snapshot
Firmalice - Automatic Detection of Authentication Bypass Vulnerabilities in Binary Firmware
inferredcites →https://doi.org/10.14722/ndss.2016.23368openalex-snapshot
Driller: Augmenting Fuzzing Through Selective Symbolic Execution
inferredcites →https://doi.org/10.14722/ndss.2016.23415openalex-snapshot
Towards Automated Dynamic Analysis for Linux-based Embedded Firmware
inferredcites →https://doi.org/10.14722/ndss.2018.23166openalex-snapshot
What You Corrupt Is Not What You Crash: Challenges in Fuzzing Embedded Devices
inferredcites →https://doi.org/10.7916/d8p55nkbopenalex-snapshot
When Firmware Modifications Attack: A Case Study of Embedded Exploitation

What points at this work

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

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A Comprehensive Analysis of Wi-Fi Routers Firmware Vulnerabilities: From Re-Hosting to Invasion
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Extended Abstract: Towards Reliable and Scalable Linux Kernel CVE Attribution in Automated Static Firmware Analyses
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SplITS: Split Input-to-State Mapping for Effective Firmware Fuzzing
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Seum Spread: Discerning Security Flaws in IoT Firmware via Call Sequence Semantics
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Modularizing Directed Greybox Fuzzing for Binaries over Multiple CPU Architectures
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frameD: Toward Automated Identification of Embedded Frameworks in Firmware Images
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HoneySentry: A High-Fidelity Interactive IoT Honeypot for Advanced Threat Detection
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ICSBoM: Uncovering Hidden Supply Chain Vulnerabilities in ICS Firmware
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Evaluation of a Startup Program Identification for Efficient and Accurate IoT Security Investigations
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Harden-IoT: hardening the EoL devices by intercepting the attack vector for future B5G/6G IoT
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DFirmSan: A lightweight dynamic memory sanitizer for Linux-based firmware
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TIR-VD: Binary vulnerability detection based on texture and input-related embeddings
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A taxonomy of IoT firmware security and principal firmware analysis techniques
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A fine-grained framework for online IoT device firmware identification via version evolution analysis
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IEmu: Interrupt modeling from the logic hidden in the firmware
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Binary code similarity analysis based on naming function and common vector space
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FuzzDocs: An Automated Security Evaluation Framework for IoT
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Embedded Firmware Rehosting System Through Automatic Peripheral Modeling
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Challenges in Dynamic Analysis of Drone Firmware and Its Solutions
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Let’s Get Cyber-Physical: Validation of Safety-Critical Cyber-Physical Systems
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FuzzyBin: Enhanced Border Binary Identification by Leveraging Fuzzy Hashing Algorithms
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Vulnerability Assessment of Starlink User Terminals: Firmware and gRPC Communication Analysis
inferred← citeshttps://doi.org/10.1109/candarw53999.2021.00074openalex-snapshot
FirmPot: A Framework for Intelligent-Interaction Honeypots Using Firmware of IoT Devices
inferred← citeshttps://doi.org/10.1109/cscwd64889.2025.11033476openalex-snapshot
Research on Firmware Simulation of Windows Embedded Compact System
inferred← citeshttps://doi.org/10.1109/cscwd64889.2025.11033492openalex-snapshot
FirmEE: Firmware Emulation Enhancement via Automated and Dynamic NVRAM Configuration
inferred← citeshttps://doi.org/10.1109/csee64583.2025.00018openalex-snapshot
FirmAEHF: A Dynamic Analysis Method for Embedded IoT Firmware Based on Simulation and Hybrid Fuzzing
inferred← citeshttps://doi.org/10.1109/dsn53405.2022.00055openalex-snapshot
KingFisher: Unveiling Insecurely Used Credentials in IoT-to-Mobile Communications
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IoT Anomaly Detection Via Device Interaction Graph
inferred← citeshttps://doi.org/10.1109/dsn69566.2026.00069openalex-snapshot
SnipleyFuzz: Enhancing Black-Box Fuzzing of IoT Devices with Shapley-Based Priority Selection
inferred← citeshttps://doi.org/10.1109/dsn69566.2026.00074openalex-snapshot
MTFuzz: A Novel Efficacy Fuzzing Framework for Aerospace Monolithic Firmware
inferred← citeshttps://doi.org/10.1109/eei67650.2025.11334760openalex-snapshot
WebPandas: FICD-Aligned Emulation and Evaluation of IoT Firmware Web Services
inferred← citeshttps://doi.org/10.1109/eiect60552.2023.10442540openalex-snapshot
Enhancing IoT Security: A Full-System Simulation Dynamic Taint Analysis Framework for Firmware
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ALEmu: A Framework for Application-layer Programs Emulation of Embedded Devices
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An Efficient Feedback-enhanced Fuzzing Scheme for Linux-based IoT Firmwares
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A Survey of Security Analysis on Industrial Control Devices via Rehosting
inferred← citeshttps://doi.org/10.1109/icicn56848.2022.10006492openalex-snapshot
CinfoFuzz: Fuzzing Method Based on Web Service Correlation Information of Embedded Devices
inferred← citeshttps://doi.org/10.1109/icict55905.2022.00009openalex-snapshot
An IoT Adversary Emulation prototype tool
inferred← citeshttps://doi.org/10.1109/icoict61617.2024.10698059openalex-snapshot
Complete Security Analysis on Event-Based Dynamic Protocol for Constrained IoT Device
inferred← citeshttps://doi.org/10.1109/iolts69666.2026.11633564openalex-snapshot
Sandbox-Enabled Digital Twin for Cyber-Physical Systems
inferred← citeshttps://doi.org/10.1109/issre59848.2023.00061openalex-snapshot
Value Peripheral Register Values for Fuzzing MCU Firmware
inferred← citeshttps://doi.org/10.1109/jas.2022.105860openalex-snapshot
Detecting Vulnerability on IoT Device Firmware: A Survey
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A Survey on IoT Intrusion Detection: Federated Learning, Game Theory, Social Psychology, and Explainable AI as Future Directions
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Exposed by Default: A Security Analysis of Home Router Default Settings and Beyond
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Comprehensive Vulnerability Detection and Malware Infection Testing Strategies for IoT Devices
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SSFuzz: State-Guided Fuzzing With Shared Feedback for Black-Box IoT Devices
inferred← citeshttps://doi.org/10.1109/jiot.2026.3662325openalex-snapshot
CID4IoT: IoT-Oriented Command Injection Vulnerability Detection Based on Critical Code Extraction and LLM Analysis
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NASchecker: Automatically Identifying the Performance, Security, and Privacy Issues of NAS Devices
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Enabling the Large-Scale Emulation of Internet of Things Firmware With Heuristic Workarounds
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BehaviorGraph: Semantic Bill-of-Behaviors Annotations for GNN-Based Firmware Vulnerability Detection
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HiFiPot: a High-Fidelity Emulation Framework for Internet of Things Honeypots
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DeepFW: A DNN-Based Firmware Version Identification Framework for Online IoT Devices
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Labrador: Response Guided Directed Fuzzing for Black-box IoT Devices
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HouseFuzz: Service-Aware Grey-Box Fuzzing for Vulnerability Detection in Linux-Based Firmware
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Bridge: High-Order Taint Vulnerabilities Detection in Linux-Based IoT Firmware
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Responsible Disclosure is a Two-Way Street: Empirically Measuring the Responsible Disclosure Contract in the Firmware Ecosystem
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SaTC: Shared-Keyword Aware Taint Checking for Detecting Bugs in Embedded Systems
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Nonstandard Sinks Matter: A Comprehensive and Efficient Taint Analysis Framework for Vulnerability Detection in Embedded Firmware
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LIVA: A Multi-Agent LLM-Assisted System for IoT Vulnerability Analysis
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NetPuzz: Testing Network Printers via Fully Black-Box and Feedback-Guided Protocol Fuzzing
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CGIFuzz: Enabling Gray-Box Fuzzing for Web CGI of IoT Devices
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A Deep Learning Approach to Discover Router Firmware Vulnerabilities
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Revisiting Binary Code Similarity Analysis Using Interpretable Feature Engineering and Lessons Learned
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Examiner-Pro: Testing Arm Emulators Across Different Privileges
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Enhancing Real-Time Operating System Security Analysis via Slice-Based Fuzzing
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FuzzPlanner: Visually Assisting the Design of Firmware Fuzzing Campaigns
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SemASTer: Cross-Architecture Binary Code Similarity Detection via AST-Driven Semantic Compensation
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SoK: Enabling Security Analyses of Embedded Systems via Rehosting
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Snipuzz: Black-box Fuzzing of IoT Firmware via Message Snippet Inference
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ECMO: Peripheral Transplantation to Rehost Embedded Linux Kernels
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The Convergence of Source Code and Binary Vulnerability Discovery -- A Case Study
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EXAMINER: automatically locating inconsistent instructions between real devices and CPU emulators for ARM
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Efficient greybox fuzzing of applications in Linux-based IoT devices via enhanced user-mode emulation
inferred← citeshttps://doi.org/10.1145/3538644openalex-snapshot
Fuzzing of Embedded Systems: A Survey
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What You See is Not What You Get: Revealing Hidden Memory Mapping for Peripheral Modeling
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No More Companion Apps Hacking but One Dongle: Hub-Based Blackbox Fuzzing of IoT Firmware
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Firmulti Fuzzer: Discovering Multi-process Vulnerabilities in IoT Devices with Full System Emulation and VMI
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A comprehensive survey of vulnerability detection method towards Linux-based IoT devices
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FITS: Inferring Intermediate Taint Sources for Effective Vulnerability Analysis of IoT Device Firmware
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Collapse Like A House of Cards: Hacking Building Automation System Through Fuzzing
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Automating Side-Channel Testing for Embedded Systems: A Continuous Integration Approach
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Hardcoded Vulnerability Mining Method in a Simulated Environment Based on Router Backdoor Detection Technology
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Understanding Home Router Configuration Habits & Attitudes
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A Survey on IoT Security: Vulnerability Detection and Protection
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LLM-Powered Static Binary Taint Analysis
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ZVDetector: State-Guided Vulnerability Detection System for Zigbee Devices
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NOTHORG; A digital twin for ECU security testing
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FalconScope: Effective and Efficient Detection of Hidden Web Interfaces in IoT Devices
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AutoPoC: Automated Firmware Vulnerability Verification via Environment-Aware Feedback
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AutoHIL: LLM-Based ECU Functional Test Generation through Domain Knowledge Augmentation
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PDFuzzerGen: Policy-Driven Black-Box Fuzzer Generation for Smart Devices
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MSLFuzzer: black-box fuzzing of SOHO router devices via message segment list inference
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BBDetector: Intelligent border binary detection in IoT device firmware based on a multidimensional feature model
inferred← citeshttps://doi.org/10.14722/ndss.2022.23136openalex-snapshot
FirmWire: Transparent Dynamic Analysis for Cellular Baseband Firmware
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Faster and Better: Detecting Vulnerabilities in Linux-based IoT Firmware with Optimized Reaching Definition Analysis
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Mens Sana In Corpore Sano: Sound Firmware Corpora for Vulnerability Research
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SCARA: A Semantics-Constrained Autonomous Remediation Agent for Opaque Industrial Software Vulnerabilities
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Startup Program Identification for Efficient and Accurate IoT Security Investigations
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Hy2: A Hybrid Vulnerability Analysis Method
inferred← citeshttps://doi.org/10.3390/app11073120openalex-snapshot
SIoTFuzzer: Fuzzing Web Interface in IoT Firmware via Stateful Message Generation
inferred← citeshttps://doi.org/10.3390/app11199094openalex-snapshot
FirmHunter: State-Aware and Introspection-Driven Grey-Box Fuzzing towards IoT Firmware
inferred← citeshttps://doi.org/10.3390/app12136429openalex-snapshot
Optimizing IoT Web Fuzzing by Firmware Infomation Mining
inferred← citeshttps://doi.org/10.3390/app13179710openalex-snapshot
Finding Taint-Style Vulnerabilities in Lua Application of IoT Firmware with Progressive Static Analysis
inferred← citeshttps://doi.org/10.3390/app14062373openalex-snapshot
A Vulnerability Scanning Method for Web Services in Embedded Firmware
inferred← citeshttps://doi.org/10.3390/electronics12173674openalex-snapshot
Unauthorized Access Detection for Network Device Firmware WEB Pages
inferred← citeshttps://doi.org/10.3390/electronics13081433openalex-snapshot
DCGFuzz: An Embedded Firmware Security Analysis Method with Dynamically Co-Directional Guidance Fuzzing
inferred← citeshttps://doi.org/10.3390/electronics14050856openalex-snapshot
IoTBenchSL: A Streamlined Framework for the Efficient Production of Standardized IoT Benchmarks with Automated Pipeline Validation
inferred← citeshttps://doi.org/10.3390/electronics14132537openalex-snapshot
Emulation-Based Fuzzing of Encrypted Firmware
inferred← citeshttps://doi.org/10.3390/electronics14173438openalex-snapshot
FirmVulLinker: Leveraging Multi-Dimensional Firmware Profiling for Identifying Homologous Vulnerabilities in Internet of Things Devices
inferred← citeshttps://doi.org/10.3390/electronics15173830openalex-snapshot
Firmware Reverse Engineering: A Comprehensive Review and Directions
inferred← citeshttps://doi.org/10.3390/engproc2026123034openalex-snapshot
Auditable Security Assessment of Proprietary and Open-Source Wi-Fi Router Firmware: A Reproducible Approach for Academic Infrastructures
inferred← citeshttps://doi.org/10.3390/fi17010019openalex-snapshot
IoT Firmware Emulation and Its Security Application in Fuzzing: A Critical Revisit
inferred← citeshttps://doi.org/10.3390/s23063071openalex-snapshot
Hybrid IoT Cyber Range
inferred← citeshttps://doi.org/10.3390/s23229221openalex-snapshot
A Survey of the Security Analysis of Embedded Devices
inferred← citeshttps://doi.org/10.48550/arxiv.2105.14273openalex-snapshot
Automatically Locating ARM Instructions Deviation between Real Devices and CPU Emulators
inferred← citeshttps://doi.org/10.48550/arxiv.2107.07759openalex-snapshot
Automatic Firmware Emulation through Invalidity-guided Knowledge Inference (Extended Version)
inferred← citeshttps://doi.org/10.5753/jisa.2024.3834openalex-snapshot
Uncovering Hidden Risks in IoT devices: A Post-Pandemic National Study of SOHO Wi-Fi Router Security
inferred← citeshttps://doi.org/10.5753/sbrc.2023.487openalex-snapshot
Caracterização das vulnerabilidades dos roteadores Wi-Fi no mercado brasileiro
inferred← citeshttps://doi.org/10.5753/sbseg.2023.233526openalex-snapshot
Análise de vulnerabilidades em larga escala nos Roteadores Wi-Fi por meio de Web-Fuzzing
inferred← citeshttps://doi.org/10.5753/sbseg_estendido.2024.241625openalex-snapshot
Segurança Cibernética em Roteadores Wi-Fi: abordagem automatizada para Coleta e Análise de Firmware
inferred← citeshttps://doi.org/10.70675/00b638d2z909az4e97zb75bza63bb47542c5openalex-snapshot
An Analysis of Human-in-the-loop Approaches for Reverse Engineering Automation
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Improving Hardware-in-the-loop Dynamic Security Testing For Linux-based Embedded Devices
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