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How to search for bugs in 1,000 programs using a pre-existing fuzzer and a standard PC? We consider this problem and show that a well-designed strategy that determines which programs to fuzz and for how long can greatly impact the number of…

密码学与安全 · 计算机科学 2025-01-28 Ivica Nikolic , Racchit Jain

True-time-delay (TTD) lines are recently applied inside Terahertz (THz) hybrid-precoding transceiver to acquire high beamforming gain against beam squint effect. However, beam tracking turns into a challenging puzzle where enormous…

信息论 · 计算机科学 2024-10-28 Xu Shi , Jintao Wang , Jian Song

Automatic test generation typically aims to generate inputs that explore new paths in the program under test in order to find bugs. Existing work has, therefore, focused on guiding the exploration toward program parts that are more likely…

软件工程 · 计算机科学 2019-05-20 Valentin Wüstholz , Maria Christakis

In recent years, fuzz testing has benefited from increased computational power and important algorithmic advances, leading to systems that have discovered many critical bugs and vulnerabilities in production software. Despite these…

密码学与安全 · 计算机科学 2022-05-31 Anastasios Andronidis , Cristian Cadar

Outlier detection aims to find samples that behave differently from the majority of the data. Semi-supervised detection methods can utilize the supervision of partial labels, thus reducing false positive rates. However, most of the current…

机器学习 · 计算机科学 2025-12-23 Baiyang Chen , Zhong Yuan , Dezhong Peng , Xiaoliang Chen , Hongmei Chen

Fuzzing is one of the key techniques for evaluating the robustness of programs against attacks. Fuzzing has to be effective in producing inputs that cover functionality and find vulnerabilities. But it also has to be efficient in producing…

软件工程 · 计算机科学 2019-11-19 Rahul Gopinath , Andreas Zeller

As hardware design complexity increases, hardware fuzzing emerges as a promising tool for automating the verification process. However, a significant gap still exists before it can be applied in industry. This paper aims to summarize the…

密码学与安全 · 计算机科学 2025-06-03 Ruiyang Ma , Tianhao Wei , Jiaxi Zhang , Chun Yang , Jiangfang Yi , Guojie Luo

Legal teams increasingly use machine learning to triage large volumes of contractual evidence, but many models are opaque, non-deterministic, and difficult to align with frameworks such as HIPAA or NERC-CIP. We study a simple, reproducible…

机器学习 · 计算机科学 2026-03-10 Rian Atri

The increasing complexity of modern processors poses many challenges to existing hardware verification tools and methodologies for detecting security-critical bugs. Recent attacks on processors have shown the fatal consequences of…

Software-defined networks (SDN) enable flexible and effective communication systems that are managed by centralized software controllers. However, such a controller can undermine the underlying communication network of an SDN-based system…

软件工程 · 计算机科学 2024-01-25 Raphaël Ollando , Seung Yeob Shin , Lionel C. Briand

A hybrid (i.e., physics-guided data-driven) feedforward tracking controller is proposed for systems with unmodeled linear or nonlinear dynamics. The controller is based on the filtered basis function (FBF) approach, hence it is called a…

系统与控制 · 电气工程与系统科学 2022-06-27 Cheng-Hao Chou , Molong Duan , Chinedum E. Okwudire

A long-standing issue with deep learning is the need for large and consistently labeled datasets. Although the current research in semi-supervised learning can decrease the required amount of annotated data by a factor of 10 or even more,…

计算机视觉与模式识别 · 计算机科学 2021-10-20 Lars Schmarje , Johannes Brünger , Monty Santarossa , Simon-Martin Schröder , Rainer Kiko , Reinhard Koch

Information leakage is a class of error that can lead to severe consequences. However unlike other errors, it is rarely explicitly considered during the software testing process. LeakFuzzer advances the state of the art by using a…

软件工程 · 计算机科学 2025-01-27 Daniel Blackwell , Ingolf Becker , David Clark

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

Testing-based methodologies like fuzzing are able to analyze complex software which is not amenable to traditional formal approaches like verification, model checking, and abstract interpretation. Despite enormous success at exposing…

软件工程 · 计算机科学 2019-04-17 Shaobo He , Michael Emmi , Gabriela Ciocarlie

Fuzz testing to find semantic control vulnerabilities is an essential activity to evaluate the robustness of autonomous driving (AD) software. Whilst there is a preponderance of disparate fuzzing tools that target different parts of the…

密码学与安全 · 计算机科学 2025-04-16 Andrew Roberts , Lorenz Teply , Mert D. Pese , Olaf Maennel , Mohammad Hamad , Sebastian Steinhorst

Background: Unsupervised machine learners have been increasingly applied to software defect prediction. It is an approach that may be valuable for software practitioners because it reduces the need for labeled training data. Objective:…

软件工程 · 计算机科学 2020-02-20 Ning Li , Martin Shepperd , Yuchen Guo

Fuzzing is utilized for testing software and systems for cybersecurity risk via the automated adaptation of inputs. It facilitates the identification of software bugs and misconfigurations that may create vulnerabilities, cause abnormal…

密码学与安全 · 计算机科学 2023-06-08 Jack Hance , Jeremy Straub

Standard software analytics often involves having a large amount of data with labels in order to commission models with acceptable performance. However, prior work has shown that such requirements can be expensive, taking several weeks to…

软件工程 · 计算机科学 2021-08-24 Huy Tu , Tim Menzies

Distributed tracing has become an essential technique for debugging and troubleshooting modern microservice-based applications, enabling software engineers to detect performance bottlenecks, identify failures, and gain insights into system…

网络与互联网体系结构 · 计算机科学 2025-08-18 Linh-An Phan , MingXue Wang , Guangyu Wu , Wang Dawei , Chen Liqun , Li Jin