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Fuzzing a library requires experts to understand the library usage well and craft high-quality fuzz drivers, which is tricky and tedious. Therefore, many techniques have been proposed to automatically generate fuzz drivers. However, they…

软件工程 · 计算机科学 2025-07-25 Yan Li , Wenzhang Yang , Yuekun Wang , Jian Gao , Shaohua Wang , Yinxing Xue , Lijun Zhang

Physical Unclonable Functions (PUFs) are gaining attention in the cryptography community because of the ability to efficiently harness the intrinsic variability in the manufacturing process. However, this means that they are noisy devices…

密码学与安全 · 计算机科学 2020-08-20 Xinhui Lai , Maksim Jenihhin , Georgios Selimis , Sven Goossens , Roel Maes , Kolin Paul

The Fast Fourier Transform (FFT), as a core computation in a wide range of scientific applications, is increasingly threatened by reliability issues. In this paper, we introduce TurboFFT, a high-performance FFT implementation equipped with…

分布式、并行与集群计算 · 计算机科学 2024-05-07 Shixun Wu , Yujia Zhai , Jinyang Liu , Jiajun Huang , Zizhe Jian , Huangliang Dai , Sheng Di , Zizhong Chen , Franck Cappello

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

Security vulnerabilities in Internet-of-Things devices, mobile platforms, and autonomous systems remain critical. Traditional mutation-based fuzzers -- while effectively explore code paths -- primarily perform byte- or bit-level edits…

软件工程 · 计算机科学 2025-09-25 Mengdi Lu , Steven Ding , Furkan Alaca , Philippe Charland

Modern fuzzers increasingly use Large Language Models (LLMs) to generate structured inputs, but LLM-driven fuzzing is sensitive to prompt initialization and sampling variance, which can reduce exploration efficiency and lead to redundant…

密码学与安全 · 计算机科学 2026-05-05 Mario Rodríguez Béjar , B. Romera-Paredes , Jose L. Hernández-Ramos

Fuzz testing is a fundamental technique employed to identify vulnerabilities within software systems. However, the process can be protracted and resource-intensive, especially when confronted with extensive codebases. In this work, I…

软件工程 · 计算机科学 2024-12-12 Saket Upadhyay

Cyber-physical systems (CPSs) in critical infrastructure face a pervasive threat from attackers, motivating research into a variety of countermeasures for securing them. Assessing the effectiveness of these countermeasures is challenging,…

软件工程 · 计算机科学 2020-07-17 Yuqi Chen , Bohan Xuan , Christopher M. Poskitt , Jun Sun , Fan Zhang

Modern software often accepts inputs with highly complex grammars. Recent advances in large language models (LLMs) have shown that they can be used to synthesize high-quality natural language text and code that conforms to the grammar of a…

软件工程 · 计算机科学 2025-02-03 Kunpeng Zhang , Zongjie Li , Daoyuan Wu , Shuai Wang , Xin Xia

As processor designs grow more complex, verification remains bottlenecked by slow software simulation and low-quality random test stimuli. Recent research has applied software fuzzers to hardware verification, but these rely on semantically…

硬件体系结构 · 计算机科学 2026-03-05 Juncheng Huo , Yunfan Gao , Xinxin Liu , Sa Wang , Yungang Bao , Xitong Gao , Kan Shi

Directed greybox fuzzing (DGF) aims to efficiently trigger bugs at specific target locations by prioritizing seeds whose execution paths are more likely to reach the targets. However, existing DGF approaches suffer from imprecise potential…

密码学与安全 · 计算机科学 2026-02-03 Yifan Zhang , Xin Zhang

Fuzzing is a widely used technique for detecting vulnerabilities in smart contracts, which generates transaction sequences to explore the execution paths of smart contracts. However, existing fuzzers are falling short in detecting…

密码学与安全 · 计算机科学 2025-11-18 Jie Chen , Liangmin Wang

A greybox fuzzer is an automated software testing tool that generates new test inputs by applying randomly chosen mutators (e.g., flipping a bit or deleting a block of bytes) to a seed input in random order and adds all coverage-increasing…

软件工程 · 计算机科学 2026-04-24 Konstantinos Kitsios , Marcel Böhme , Alberto Bacchelli

Ensuring the correctness of compiler optimizations is critical, but existing fuzzers struggle to test optimizations effectively. First, most fuzzers use optimization pipelines (heuristics-based, fixed sequences of passes) as their harness.…

软件工程 · 计算机科学 2025-12-05 Zitong Zhou , Ben Limpanukorn , Hong Jin Kang , Jiyuan Wang , Yaoxuan Wu , Akos Kiss , Renata Hodovan , Miryung Kim

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

While fuzzing has demonstrated its effectiveness in exposing vulnerabilities within embedded firmware, the discovery of crashing test cases is only the first step in improving the security of these critical systems. The subsequent fault…

密码学与安全 · 计算机科学 2024-10-25 Boyu Chang , Binbin Zhao , Qiao Zhang , Peiyu Liu , Yuan Tian , Raheem Beyah , Shouling Ji

In the past few years, several attacks against the vulnerabilities of EOSIO smart contracts have caused severe financial losses to this prevalent blockchain platform. As a lightweight test-generation approach, grey-box fuzzing can open up…

密码学与安全 · 计算机科学 2022-11-07 Jianfei Zhou , Tianxing Jiang , Shuwei Song , Ting Chen

FuzzPilot is a controller for AFL++ that moves expensive reasoning out of the mutation hot path. When coverage plateaus, it snapshots the corpus, prepares candidate mutation recipes, evaluates them in short isolated AFL++ micro-campaigns,…

软件工程 · 计算机科学 2026-05-27 Zhiyi Yao

Fuzzing, a widely-used technique for bug detection, has seen advancements through Large Language Models (LLMs). Despite their potential, LLMs face specific challenges in fuzzing. In this paper, we identified five major challenges of…

Smart contracts are Turing-complete programs that are executed across a blockchain. Unlike traditional programs, once deployed, they cannot be modified. As smart contracts carry more value, they become more of an exciting target for…

密码学与安全 · 计算机科学 2021-03-11 Christof Ferreira Torres , Antonio Ken Iannillo , Arthur Gervais , Radu State
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