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Dynamic analysis based on the full-system emulator QEMU is widely used for various purposes. However, it is challenging to run firmware images of embedded devices in QEMU, especially the process to boot the Linux kernel (we call this…

Hardware Architecture · Computer Science 2021-10-06 Muhui Jiang , Lin Ma , Yajin Zhou , Qiang Liu , Cen Zhang , Zhi Wang , Xiapu Luo , Lei Wu , Kui Ren

One of the biggest attack surfaces of embedded systems is their network interfaces, which enable communication with other devices. Unlike their general-purpose counterparts, embedded systems are designed for specialized use cases, resulting…

Cryptography and Security · Computer Science 2025-09-18 Moritz Bley , Tobias Scharnowski , Simon Wörner , Moritz Schloegel , Thorsten Holz

Static analysis plays a crucial role in software vulnerability detection, yet faces a persistent precision-scalability tradeoff. In large codebases like the Linux kernel, traditional static analysis tools often generate excessive false…

Software Engineering · Computer Science 2025-06-03 Haonan Li , Hang Zhang , Kexin Pei , Zhiyun Qian

Debugging is an unavoidable and most crucial aspect of software development life cycle. Especially when it comes the turn of embedded one. Due to the requirements of low code size and less resource consumption, the embedded softwares need…

Software Engineering · Computer Science 2012-09-14 Partha Pratim Ray , Ansuman Banerjee , Banibrata Bag

Patch reviewing is critical for software development, especially in distributed open-source development, which highly depends on voluntary work, such as Linux. This paper studies the past 10 years of patch reviews of the Linux memory…

Software Engineering · Computer Science 2026-03-27 Chih-En Lin , Attreyee Mukherjee , Ajay Rawat , Ruqi Zhang , Pedro Fonseca

Modern deployment of large language models (LLMs) frequently involves both inference serving and continuous retraining to stay aligned with evolving data and user feedback. Common practices separate these workloads onto distinct servers in…

Artificial Intelligence · Computer Science 2025-07-30 Yufei Li , Zexin Li , Yinglun Zhu , Cong Liu

Embedded systems in safety-critical environments are continuously required to deliver more performance and functionality, while expected to provide verified safety guarantees. Nonetheless, platform-wide software verification (required for…

Systems and Control · Computer Science 2017-05-09 Fardin Abdi , Renato Mancuso , Rohan Tabish , Marco Caccamo

Static analysis is a widely used technique in software engineering for identifying and mitigating bugs. However, a significant hurdle lies in achieving a delicate balance between precision and scalability. Large Language Models (LLMs) offer…

Software Engineering · Computer Science 2023-11-17 Haonan Li , Yu Hao , Yizhuo Zhai , Zhiyun Qian

The rapid growth of the Industrial Internet of Things (IIoT) has brought embedded systems into focus as major targets for both security analysts and malicious adversaries. Due to the non-standard hardware and diverse software, embedded…

Cryptography and Security · Computer Science 2021-07-30 Mingfeng Xin , Hui Wen , Liting Deng , Hong Li , Qiang Li , Limin Sun

Large Language Models (LLMs) have shown strong capabilities in code generation and comprehension, yet their application to complex software engineering tasks often suffers from low precision and limited interpretability. We present Repeton,…

Software Engineering · Computer Science 2025-06-11 Nguyen Phu Vinh , Anh Chung Hoang , Chris Ngo , Truong-Son Hy

Patching severe security flaws in complex software remains a major challenge. While automated tools like fuzzers efficiently discover bugs, fixing deep-rooted low-level faults (e.g., use-after-free and memory corruption) still requires…

Software Engineering · Computer Science 2026-04-07 Maolin Sun , Yibiao Yang , Xuanlin Liu , Yuming Zhou , Baowen Xu

Finding bugs in microcontroller (MCU) firmware is challenging, even for device manufacturers who own the source code. The MCU runs different instruction sets than x86 and exposes a very different development environment. This invalidates…

Programming Languages · Computer Science 2021-07-28 Wenqiang Li , Le Guan , Jingqiang Lin , Jiameng Shi , Fengjun Li

Debugging denotes the process of detecting root causes of unexpected observable behaviors in programs, such as a program crash, an unexpected output value being produced or an assertion violation. Debugging of program errors is a difficult…

Software Engineering · Computer Science 2016-11-15 Partha Pratim Ray , Ansuman Banerjee

Existing standards for airborne-embedded software systems impose a number of requirements applicable to the software development cycle of hard real-time operating systems found in modern aircraft. The measures taken are meant to reduce the…

Software Engineering · Computer Science 2021-06-04 Vitaly Cheptsov , Alexey Khoroshilov

While static analysis is useful in detecting early-stage hardware security bugs, its efficacy is limited because it requires information to form checks and is often unable to explain the security impact of a detected vulnerability. Large…

Cryptography and Security · Computer Science 2025-05-01 Baleegh Ahmad , Hammond Pearce , Ramesh Karri , Benjamin Tan

Large Language Models (LLMs) have been suggested for use in automated vulnerability repair, but benchmarks showing they can consistently identify security-related bugs are lacking. We thus develop SecLLMHolmes, a fully automated evaluation…

Cryptography and Security · Computer Science 2024-07-25 Saad Ullah , Mingji Han , Saurabh Pujar , Hammond Pearce , Ayse Coskun , Gianluca Stringhini

With the growing use of embedded systems in various industries, the need for automated platforms for the development and deployment of customized Linux-based operating systems has become more important. This research was conducted with the…

Software Engineering · Computer Science 2025-10-27 Behnam Agahi , Hamed Farbeh

This paper introduces RETSim (Resilient and Efficient Text Similarity), a lightweight, multilingual deep learning model trained to produce robust metric embeddings for near-duplicate text retrieval, clustering, and dataset deduplication…

Computation and Language · Computer Science 2023-11-30 Marina Zhang , Owen Vallis , Aysegul Bumin , Tanay Vakharia , Elie Bursztein

Reverse engineering (RE) of x86 binaries is indispensable for malware and firmware analysis, but remains slow due to stripped metadata and adversarial obfuscation. Large Language Models (LLMs) offer potential for improving RE efficiency…

Cryptography and Security · Computer Science 2026-03-09 Darrin Lea , James Ghawaly , Golden Richard , Aisha Ali-Gombe , Andrew Case

Modern embedded Linux devices, such as routers, IP cameras, and IoT gateways, rely on complex software stacks where numerous daemons interact to provide services. Testing these devices is crucial from a security perspective since vendors…

Cryptography and Security · Computer Science 2025-09-23 Alessio Izzillo , Riccardo Lazzeretti , Emilio Coppa
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