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Protocol fuzzing is a scalable and cost-effective technique for identifying security vulnerabilities in deployed Internet of Things devices. During their operational phase, IoT devices often run lightweight servers to handle user…

密码学与安全 · 计算机科学 2025-09-12 Priyanka Rushikesh Chaudhary , Rajib Ranjan Maiti

This paper introduces Pythia, the first fuzzer that augments grammar-based fuzzing with coverage-guided feedback and a learning-based mutation strategy for stateful REST API fuzzing. Pythia uses a statistical model to learn common usage…

软件工程 · 计算机科学 2020-05-26 Vaggelis Atlidakis , Roxana Geambasu , Patrice Godefroid , Marina Polishchuk , Baishakhi Ray

Firmware fuzzing has gained attention for identifying firmware bugs. However, current approaches often directly integrate fuzzing tools for general software. General software receives input as it encounters I/O functions, but firmware input…

密码学与安全 · 计算机科学 2026-05-19 Shandian Shen , Wei Zhou , Keming Zhao , Peng Liu , Chung Hwan Kim , Le Guan

With the rapid growth of IoT, secure and efficient mesh networking has become essential. Thread has emerged as a key protocol, widely used in smart-home and commercial systems, and serving as a core transport layer in the Matter standard.…

密码学与安全 · 计算机科学 2026-04-27 Ilja Siroš , Jakob Heirwegh , Dave Singelée , Bart Preneel

Firmware serves as the critical interface between hardware and software in computing systems, making any bugs or vulnerabilities particularly dangerous as they can cause catastrophic system failures. While fuzzing is a promising approach…

密码学与安全 · 计算机科学 2026-02-03 Dakshina Tharindu , Aruna Jayasena , Prabhat Mishra

Fuzzing has become one of the most effective bug finding approach for software. In recent years, 24*7 continuous fuzzing platforms have emerged to test critical pieces of software, e.g., Linux kernel. Though capable of discovering many bugs…

密码学与安全 · 计算机科学 2021-11-12 Xiaochen Zou , Guoren Li , Weiteng Chen , Hang Zhang , Zhiyun Qian

GPUs play an increasingly important role in modern software. However, the heterogeneous host-device execution model and expanding software stacks make GPU programs prone to memory-safety and concurrency bugs that evade static analysis.…

密码学与安全 · 计算机科学 2026-03-16 Mohamed Tarek Ibn ziad , Christos Kozyrakis

Taint-style vulnerabilities comprise a majority of fuzzer discovered program faults. These vulnerabilities usually manifest as memory access violations caused by tainted program input. Although fuzzers have helped uncover a majority of…

密码学与安全 · 计算机科学 2017-06-02 Bhargava Shastry , Federico Maggi , Fabian Yamaguchi , Konrad Rieck , Jean-Pierre Seifert

In this paper, an online task scheduling and mapping method based on a fuzzy neural network (FNN) learned by an evolutionary multi-objective algorithm (NSGA-II) to jointly optimize the main design challenges of heterogeneous MPSoCs is…

分布式、并行与集群计算 · 计算机科学 2023-08-08 Athena Abdi , Armin Salimi-Badr

Collaborative fuzzing combines multiple individual fuzzers and dynamically chooses appropriate combinations for different programs. Unlike individual fuzzers that rely on specific assumptions, collaborative fuzzing relaxes assumptions on…

密码学与安全 · 计算机科学 2025-07-23 Wenxuan Shi , Hongwei Li , Jiahao Yu , Xinqian Sun , Wenbo Guo , Xinyu Xing

Fuzzing has proven to be a fundamental technique to automated software testing but also a costly one. With the increased adoption of CI/CD practices in software development, a natural question to ask is `What are the best ways to integrate…

软件工程 · 计算机科学 2022-06-08 Thijs Klooster , Fatih Turkmen , Gerben Broenink , Ruben ten Hove , Marcel Böhme

About 50% of all queries on Snapchat app are targeted at finding the right friend to interact with. Since everyone has a unique list of friends and that list is not very large (maximum a few thousand), it makes sense to perform this search…

信息检索 · 计算机科学 2022-11-10 Vasyl Pihur , Scott Thompson

Fuzzing consists of repeatedly testing an application with modified, or fuzzed, inputs with the goal of finding security vulnerabilities in input-parsing code. In this paper, we show how to automate the generation of an input grammar…

人工智能 · 计算机科学 2017-01-26 Patrice Godefroid , Hila Peleg , Rishabh Singh

Testing is essential to modern software engineering for building reliable software. Given the high costs of manually creating test cases, automated test case generation, particularly methods utilizing large language models, has become…

软件工程 · 计算机科学 2025-06-30 Yifeng He , Jicheng Wang , Yuyang Rong , Hao Chen

Its constant technological evolution characterizes the contemporary world, and every day the processes, once manual, become computerized. Data are stored in the cyberspace, and as a consequence, one must increase the concern with the…

Deep learning (DL) libraries, widely used in AI applications, often contain vulnerabilities like buffer overflows and use-after-free errors. Traditional fuzzing struggles with the complexity and API diversity of DL libraries such as…

软件工程 · 计算机科学 2025-01-09 Kunpeng Zhang , Shuai Wang , Jitao Han , Xiaogang Zhu , Xian Li , Shaohua Wang , Sheng Wen

Verification is a critical process for ensuring the correctness of modern processors. The increasing complexity of processor designs and the emergence of new instruction set architectures (ISAs) like RISC-V have created demands for more…

硬件体系结构 · 计算机科学 2026-02-04 Yang Zhong , Haoran Wu , Xueqi Li , Sa Wang , David Boland , Yungang Bao , Kan Shi

Fuzzing is a security testing methodology effective in finding bugs. In a nutshell, a fuzzer sends multiple slightly malformed messages to the software under test, hoping for crashes or weird system behaviour. The methodology is relatively…

密码学与安全 · 计算机科学 2023-01-09 Cristian Daniele , Seyed Behnam Andarzian , Erik Poll

Greybox fuzzing is one of the most useful and effective techniques for the bug detection in large scale application programs. It uses minimal amount of instrumentation. American Fuzzy Lop (AFL) is a popular coverage based evolutionary…

人工智能 · 计算机科学 2018-06-12 Ketan Patil , Aditya Kanade

As blockchain smart contracts become more widespread and carry more valuable digital assets, they become an increasingly attractive target for attackers. Over the past few years, smart contracts have been subject to a plethora of…

密码学与安全 · 计算机科学 2023-12-12 Peng Qian , Hanjie Wu , Zeren Du , Turan Vural , Dazhong Rong , Zheng Cao , Lun Zhang , Yanbin Wang , Jianhai Chen , Qinming He