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This paper presents an application of statistical machine learning to the field of watermarking. We propose a new attack model on additive spread-spectrum watermarking systems. The proposed attack is based on Bayesian statistics. We…

密码学与安全 · 计算机科学 2012-06-22 Ivo Shterev , David Dunson

As artificial intelligence surpasses human capabilities in text generation, the necessity to authenticate the origins of AI-generated content has become paramount. Unbiased watermarks offer a powerful solution by embedding statistical…

计算与语言 · 计算机科学 2025-08-07 Ruibo Chen , Yihan Wu , Junfeng Guo , Heng Huang

Botnets are among the most persistent cyber threats, enabling large-scale attacks such as spam, credential theft, and distributed denial-of-service (DDoS). While deep learning approaches have recently been applied to botnet detection, they…

密码学与安全 · 计算机科学 2026-05-25 Subhash Gurappa , Yashas Hariprasad , Sundararaj Sitharama Iyengar , Naveen Kumar Chaudhary

Watermarking plays a key role in the provenance and detection of AI-generated content. While existing methods prioritize robustness against real-world distortions (e.g., JPEG compression and noise addition), we reveal a fundamental…

计算机视觉与模式识别 · 计算机科学 2025-02-11 Zhongjie Ba , Yitao Zhang , Peng Cheng , Bin Gong , Xinyu Zhang , Qinglong Wang , Kui Ren

We first study the suitability of behavioral biometrics to distinguish between computers and humans, commonly named as bot detection. We then present BeCAPTCHA-Mouse, a bot detector based on: i) a neuromotor model of mouse dynamics to…

计算机视觉与模式识别 · 计算机科学 2021-03-03 Alejandro Acien , Aythami Morales , Julian Fierrez , Ruben Vera-Rodriguez

As the quality of image generators continues to improve, deepfakes become a topic of considerable societal debate. Image watermarking allows responsible model owners to detect and label their AI-generated content, which can mitigate the…

计算机视觉与模式识别 · 计算机科学 2025-04-29 Kasra Arabi , Benjamin Feuer , R. Teal Witter , Chinmay Hegde , Niv Cohen

In this paper, we analyze several recent schemes for watermarking network flows that are based on splitting the flow into timing intervals. We show that this approach creates time-dependent correlations that enable an attack that combines…

密码学与安全 · 计算机科学 2015-03-20 Negar Kiyavash , Amir Houmansadr , Nikita Borisov

We propose a new inference framework, named MOSAIC, for change-point detection in dynamic networks with the simultaneous low-rank and sparse-change structure. We establish the minimax rate of detection boundary, which relies on the sparsity…

机器学习 · 统计学 2025-09-09 Yingying Fan , Jingyuan Liu , Jinchi Lv , Ao Sun

In general, a botnet is a collection of compromised internet computers, controlled by attackers for malicious purposes. To increase attacks' success chance and resilience against defence mechanisms, modern botnets have often a decentralized…

密码学与安全 · 计算机科学 2018-10-01 Gokhan Sagirlar , Barbara Carminati , Elena Ferrari

The success of machine learning for real-world robotic systems has created a new form of intellectual property: the trained policy. This raises a critical need for novel methods that verify ownership and detect unauthorized, possibly unsafe…

机器人学 · 计算机科学 2025-12-18 Michael Amir , Manon Flageat , Amanda Prorok

Online social networks are often subject to influence campaigns by malicious actors through the use of automated accounts known as bots. We consider the problem of detecting bots in online social networks and assessing their impact on the…

社会与信息网络 · 计算机科学 2020-12-17 Nicolas Guenon des Mesnards , David Scott Hunter , Zakaria el Hjouji , Tauhid Zaman

Generated contents have raised serious concerns about copyright protection, image provenance, and credit attribution. A potential solution for these problems is watermarking. Recently, content watermarking for text-to-image diffusion models…

计算机视觉与模式识别 · 计算机科学 2026-04-09 Yifan Zhu , Yihan Wang , Xiao-Shan Gao

Online Social Networks have revolutionized how we consume and share information, but they have also led to a proliferation of content not always reliable and accurate. One particular type of social accounts is known to promote unreputable…

社会与信息网络 · 计算机科学 2023-04-18 Edoardo Di Paolo , Marinella Petrocchi , Angelo Spognardi

The security pitfalls of IoT devices make it easy for the attackers to exploit the IoT devices and make them a part of a botnet. Once hundreds of thousands of IoT devices are compromised and become the part of a botnet, the attackers use…

密码学与安全 · 计算机科学 2020-12-02 Faisal Hussain , Syed Ghazanfar Abbas , Ubaid U. Fayyaz , Ghalib A. Shah , Abdullah Toqeer , Ahmad Ali

This paper presents several novel algorithms for real-time cyberattack detection using the Auto-Associative Deep Random Neural Network, which were developed in the HORIZON 2020 IoTAC Project. Some of these algorithms require offline…

密码学与安全 · 计算机科学 2023-03-22 Erol Gelenbe , Mert Nakıp

Twitter bots are automatic programs operated by malicious actors to manipulate public opinion and spread misinformation. Research efforts have been made to automatically identify bots based on texts and networks on social media. Existing…

人工智能 · 计算机科学 2023-02-21 Zhenyu Lei , Herun Wan , Wenqian Zhang , Shangbin Feng , Zilong Chen , Jundong Li , Qinghua Zheng , Minnan Luo

Internet security is getting less secure because of the existing of botnet threats. An attack plan can only be planned out to take down the botnet after the monitoring activities to understand the behaviour of a botnet. Nowadays, the…

密码学与安全 · 计算机科学 2022-07-27 Wong Yan Shen , Selvakumar Manickam , Mahmood A. Al-Shareeda

The increasing deployment of intelligent agents in digital ecosystems, such as social media platforms, has raised significant concerns about traceability and accountability, particularly in cybersecurity and digital content protection.…

人工智能 · 计算机科学 2025-08-08 Kaibo Huang , Zipei Zhang , Zhongliang Yang , Linna Zhou

The effectiveness of watermark algorithms in AI-generated text identification has garnered significant attention. Concurrently, an increasing number of watermark algorithms have been proposed to enhance the robustness against various…

密码学与安全 · 计算机科学 2024-10-01 Xianheng Feng , Jian Liu , Kui Ren , Chun Chen

Bots have been in the spotlight for many social media studies, for they have been observed to be participating in the manipulation of information and opinions on social media. These studies analyzed the activity and influence of bots in a…

社会与信息网络 · 计算机科学 2024-04-03 Lynnette Hui Xian Ng , Kathleen M. Carley