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Fuzzing has become the de facto standard technique for finding software vulnerabilities. However, even state-of-the-art fuzzers are not very efficient at finding hard-to-trigger software bugs. Most popular fuzzers use evolutionary guidance…

密码学与安全 · 计算机科学 2019-07-16 Dongdong She , Kexin Pei , Dave Epstein , Junfeng Yang , Baishakhi Ray , Suman Jana

State-of-the-art defenses against adversarial patch attacks can now achieve strong certifiable robustness with a marginal drop in model utility. However, this impressive performance typically comes at the cost of 10-100x more inference-time…

计算机视觉与模式识别 · 计算机科学 2024-04-03 Chong Xiang , Tong Wu , Sihui Dai , Jonathan Petit , Suman Jana , Prateek Mittal

JavaScript engines are widely used in web browsers, PDF readers, and server-side applications. The rise in concern over their security has led to the development of several targeted fuzzing techniques. However, existing approaches use…

人工智能 · 计算机科学 2025-11-17 Myles Foley , Sergio Maffeis , Muhammad Fakhrur Rozi , Takeshi Takahashi

Fuzzing has become a popular technique for automatically detecting vulnerabilities and bugs by generating unexpected inputs. In recent years, the fuzzing process has been integrated into continuous integration workflows (i.e., continuous…

软件工程 · 计算机科学 2026-02-06 Tatsuya Shirai , Olivier Nourry , Yutaro Kashiwa , Kenji Fujiwara , Hajimu Iida

We propose a novel notion of pointer race for concurrent programs manipulating a shared heap. A pointer race is an access to a memory address which was freed, and it is out of the accessor's control whether or not the cell has been…

编程语言 · 计算机科学 2015-11-12 Frédéric Haziza , Lukáš Holík , Roland Meyer , Sebastian Wolff

Software debugging is a very time-consuming process, which is even worse for multi-threaded programs, due to the non-deterministic behavior of thread-scheduling algorithms. However, the debugging time may be greatly reduced, if automatic…

计算机科学中的逻辑 · 计算机科学 2015-09-09 Erickson H. da S. Alves , Lucas C. Cordeiro , Eddie B. de Lima Filho

The IP-stride prefetcher has recently been exploited to leak secrets through side-channel attacks. It, however, cannot be simply disabled for security with prefetching speedup as a sacrifice. The state-of-the-art defense tries to retain the…

密码学与安全 · 计算机科学 2026-03-10 Xingzhi Zhang , Buyi Lv , Yimin Lu , Kai Bu

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…

软件工程 · 计算机科学 2026-04-07 Maolin Sun , Yibiao Yang , Xuanlin Liu , Yuming Zhou , Baowen Xu

Bug tracking enables the monitoring and resolution of issues and bugs within organizations. Bug triaging, or assigning bugs to the owner(s) who will resolve them, is a critical component of this process because there are many incorrect…

软件工程 · 计算机科学 2020-04-21 Christopher A. Choquette-Choo , David Sheldon , Jonny Proppe , John Alphonso-Gibbs , Harsha Gupta

CPU caches introduce variations into the execution time of programs that can be exploited by adversaries to recover private information about users or cryptographic keys. Establishing the security of countermeasures against this threat…

密码学与安全 · 计算机科学 2017-05-12 Goran Doychev , Boris Köpf

Deep learning has recently achieved initial success in program analysis tasks such as bug detection. Lacking real bugs, most existing works construct training and test data by injecting synthetic bugs into correct programs. Despite…

机器学习 · 计算机科学 2022-06-22 Jingxuan He , Luca Beurer-Kellner , Martin Vechev

Fuzzing is one of the most popular and widely used techniques to find vulnerabilities in any application. Fuzzers are fast enough, but they still spend a good portion of time to restart a crashed application and then fuzz it from the…

密码学与安全 · 计算机科学 2021-12-21 Prashant Singh Chouhan , Gregory Price , Gene Cooperman

In this paper, we identify that memory performance plays a crucial role in the feasibility and effectiveness for performing denial-of-service attacks on shared cache. Based on this insight, we introduce new cache DoS attacks, which can be…

密码学与安全 · 计算机科学 2021-01-18 Michael Bechtel , Heechul Yun

Program analysis and automated testing have recently become an essential part of SSDLC. Directed greybox fuzzing is one of the most popular automated testing methods that focuses on error detection in predefined code regions. However, it…

密码学与安全 · 计算机科学 2026-02-02 Darya Parygina , Timofey Mezhuev , Daniil Kuts

The exploit or the Proof of Concept of the vulnerability plays an important role in developing superior vulnerability repair techniques, as it can be used as an oracle to verify the correctness of the patches generated by the tools.…

We consider the broad problem of analyzing safety properties of asynchronous concurrent programs under arbitrary thread interleavings. Delay-bounded deterministic scheduling, introduced in prior work, is an efficient bug-finding technique…

编程语言 · 计算机科学 2021-05-18 Andrew Johnson , Thomas Wahl

Directed greybox fuzzing (DGF) can quickly discover or reproduce bugs in programs by seeking to reach a program location or explore some locations in order. However, due to their static stage division and coarse-grained energy scheduling,…

密码学与安全 · 计算机科学 2022-07-01 Hongliang Liang , Xianglin Cheng , Jie Liu , Jin Li

Fuzzers and static analyzers find many bugs but struggle with logic bugs in mature codebases. Triggering such a bug often requires multi-step reasoning that produces no distinctive execution feedback, and variants can appear across…

密码学与安全 · 计算机科学 2026-05-12 Junyoung Park , Insu Yun

Rust relies on its unique ownership mechanism to ensure thread and memory safety. However, numerous potential security vulnerabilities persist in practical applications. New language features in Rust pose new challenges for vulnerability…

编程语言 · 计算机科学 2026-01-08 Yu Zhang , Kaiwen Zhang , Guanjun Liu

Fuzzing is an automated application vulnerability detection method. For genetic algorithm-based fuzzing, it can mutate the seed files provided by users to obtain a number of inputs, which are then used to test the objective application in…

密码学与安全 · 计算机科学 2019-06-04 Chenyang Lyu , Shouling Ji , Yuwei Li , Junfeng Zhou , Jianhai Chen , Jing Chen