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Malware detection and analysis are active research subjects in cybersecurity over the last years. Indeed, the development of obfuscation techniques, as packing, for example, requires special attention to detect recent variants of malware.…

密码学与安全 · 计算机科学 2021-07-26 Benjamin Marais , Tony Quertier , Christophe Chesneau

Recent research demonstrates that GNNs are vulnerable to the model stealing attack, a nefarious endeavor geared towards duplicating the target model via query permissions. However, they mainly focus on node classification tasks, neglecting…

机器学习 · 计算机科学 2024-08-21 Zhihao Zhu , Chenwang Wu , Rui Fan , Yi Yang , Zhen Wang , Defu Lian , Enhong Chen

Visual anomaly detection is essential and commonly used for many tasks in the field of computer vision. Recent anomaly detection datasets mainly focus on industrial automated inspection, medical image analysis and video surveillance. In…

计算机视觉与模式识别 · 计算机科学 2024-01-15 Jian Zhang , Runwei Ding , Miaoju Ban , Ge Yang

Quality management in semiconductor manufacturing often relies on template matching with known golden standards. For Indium-Phosphide (InP) multi-project wafer manufacturing, low production scale and high design variability lead to such…

计算机视觉与模式识别 · 计算机科学 2025-06-13 Emílio Dolgener Cantú , Rolf Klemens Wittmann , Oliver Abdeen , Patrick Wagner , Wojciech Samek , Moritz Baier , Sebastian Lapuschkin

Design For Manufacturing (DFM) approaches aim to integrate manufacturability aspects during the design stage. Most of DFM approaches usually consider only one manufacturing process, but products competitiveness may be improved by designing…

其他计算机科学 · 计算机科学 2011-06-17 Olivier Kerbrat , Pascal Mognol , Jean-Yves Hascoët

Model stealing attacks endanger the confidentiality of machine learning models offered as a service. Although these models are kept secret, a malicious party can query a model to label data samples and train their own substitute model,…

密码学与安全 · 计算机科学 2025-09-01 Daryna Oliynyk , Rudolf Mayer , Kathrin Grosse , Andreas Rauber

Diffusion models have emerged as a powerful class of generative models, capable of producing high-quality images by mapping noise to a data distribution. However, recent findings suggest that image likelihood does not align with perceptual…

机器学习 · 计算机科学 2025-05-29 Rafał Karczewski , Markus Heinonen , Vikas Garg

Additive manufacturing, or 3D printing, is a promising manufacturing technique marred by product deformation due to material solidification in the printing process. Control of printed product deformation can be achieved by a compensation…

应用统计 · 统计学 2014-11-14 Arman Sabbaghi , Tirthankar Dasgupta , Qiang Huang , Jizhe Zhang

Software comes in releases. An implausible change to software is something that has never been changed in prior releases. When planning how to reduce defects, it is better to use plausible changes, i.e., changes with some precedence in the…

软件工程 · 计算机科学 2021-02-16 Kewen Peng , Tim Menzies

While several studies have examined the security of code generated by GPT and other Large Language Models (LLMs), most have relied on controlled experiments rather than real developer interactions. This paper investigates the security of…

软件工程 · 计算机科学 2026-02-19 Vladislav Belozerov , Peter J Barclay , Ashkan Sami

Diffusion models (DMs) have emerged as a powerful class of generative AI models, showing remarkable potential in anomaly detection (AD) tasks across various domains, such as cybersecurity, fraud detection, healthcare, and manufacturing. The…

机器学习 · 计算机科学 2025-02-28 Jing Liu , Zhenchao Ma , Zepu Wang , Chenxuanyin Zou , Jiayang Ren , Zehua Wang , Liang Song , Bo Hu , Yang Liu , Victor C. M. Leung

Additive manufacturing (AM), particularly 3D printing, has revolutionized the production of complex structures across various industries. However, ensuring quality and detecting defects in 3D-printed objects remain significant challenges.…

图像与视频处理 · 电气工程与系统科学 2024-04-29 Md Manjurul Ahsan , Shivakumar Raman , Zahed Siddique

The hard coding of input data or constants into spreadsheet formulas is widely recognised as poor spreadsheet model design. However, the importance of avoiding such practice appears to be underestimated perhaps in light of the lack of…

人机交互 · 计算机科学 2008-03-10 Paul J. Blayney

The integration of large language models (LLMs) into cyber security applications presents both opportunities and critical safety risks. We introduce CyberLLMInstruct, a dataset of 54,928 pseudo-malicious instruction-response pairs spanning…

密码学与安全 · 计算机科学 2025-09-18 Adel ElZemity , Budi Arief , Shujun Li

Industrial defect detection is vital for upholding product quality across contemporary manufacturing systems. As the expectations for precision, automation, and scalability intensify, conventional inspection approaches are increasingly…

计算机视觉与模式识别 · 计算机科学 2025-07-21 Yuqi Cheng , Yunkang Cao , Haiming Yao , Wei Luo , Cheng Jiang , Hui Zhang , Weiming Shen

Due to its higher data density, longevity, energy efficiency, and ease of generating copies, DNA is considered a promising storage technology for satisfying future needs. However, a diverse set of errors including deletions, insertions,…

信息论 · 计算机科学 2022-08-05 Yuanyuan Tang , Shuche Wang , Hao Lou , Ryan Gabrys , Farzad Farnoud

Digital media (e.g., photographs, video) can be easily created, edited, and shared. Tools for editing digital media are capable of doing so while also maintaining a high degree of photo-realism. While many types of edits to digital media…

计算机视觉与模式识别 · 计算机科学 2022-10-27 Brian DeCann , Kirill Trapeznikov

Few-shot fine-tuning of Diffusion Models (DMs) is a key advancement, significantly reducing training costs and enabling personalized AI applications. However, we explore the training dynamics of DMs and observe an unanticipated phenomenon:…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Xiaoyu Wu , Jiaru Zhang , Yang Hua , Bohan Lyu , Hao Wang , Tao Song , Haibing Guan

As systems in smart manufacturing become increasingly complex, producing an abundance of data, the potential for production failures becomes increasingly more likely. There arises the need to minimize or eradicate production failures, one…

机器人学 · 计算机科学 2021-07-14 Tareq Tayeh , Abdallah Shami

Software code complexity is a well-studied property to determine software component health. However, the existing code complexity metrics do not directly take into account the fault-proneness aspect of the code. We propose a metric called…

软件工程 · 计算机科学 2021-04-27 Ali Parsai , Serge Demeyer