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Datacenters are the cornerstone of the big data infrastructure supporting numerous online services. The demand for interactivity, which significantly impacts user experience and provider revenue, is translated into stringent timing…

网络与互联网体系结构 · 计算机科学 2014-08-01 Shuhao Liu , Hong Xu , Zhiping Cai

In this work, we propose online traffic engineering as a novel approach to detect and mitigate an emerging class of stealthy Denial of Service (DoS) link-flooding attacks. Our approach exploits the Software Defined Networking (SDN)…

网络与互联网体系结构 · 计算机科学 2014-12-08 Dimitrios Gkounis , Vasileios Kotronis , Xenofontas Dimitropoulos

Machine learning (ML) powered network traffic analysis has been widely used for the purpose of threat detection. Unfortunately, their generalization across different tasks and unseen data is very limited. Large language models (LLMs), known…

机器学习 · 计算机科学 2025-04-16 Tianyu Cui , Xinjie Lin , Sijia Li , Miao Chen , Qilei Yin , Qi Li , Ke Xu

The absence of an algorithm that effectively monitors deep learning models used in side-channel attacks increases the difficulty of evaluation. If the attack is unsuccessful, the question is if we are dealing with a resistant implementation…

密码学与安全 · 计算机科学 2021-11-30 Servio Paguada , Lejla Batina , Ileana Buhan , Igor Armendariz

The state of security demands innovative solutions to defend against targeted attacks due to the growing sophistication of cyber threats. This study explores the nefarious tactic known as "watering hole attacks using supervised neural…

Link dimensioning is used by ISPs to properly provision the capacity of their network links. Operators have to make provisions for sudden traffic bursts and network failures to assure uninterrupted operations. In practice, traffic averages…

网络与互联网体系结构 · 计算机科学 2017-10-03 Mohammed Alasmar , Nickolay Zakhleniuk

QUIC, a UDP-based transport protocol, addresses several limitations of TCP by offering built-in encryption, stream multiplexing, and improved loss recovery. To extend these benefits to legacy TCP-based applications, this paper explores the…

网络与互联网体系结构 · 计算机科学 2026-04-10 Xuanhong Guo , Zekun Bao , Ying Chen

Network traffic analysis increasingly relies on feature-based representations to support monitoring and security in the presence of pervasive encryption. Although features are more compact than raw packet traces, their storage has become a…

网络与互联网体系结构 · 计算机科学 2026-02-26 Fabio Palmese , Gabriele Merlach , Damiano Ravalico , Martino Trevisan , Alessandro E. C. Redondi

Deep learning is vulnerable to adversarial attacks, where carefully-crafted input perturbations could mislead a well-trained Deep Neural Network to produce incorrect results. Today's countermeasures to adversarial attacks either do not have…

硬件体系结构 · 计算机科学 2020-08-25 Yiming Gan , Yuxian Qiu , Jingwen Leng , Minyi Guo , Yuhao Zhu

Despite encryption, the packet size is still visible, enabling observers to infer private information in the Internet of Things (IoT) environment (e.g., IoT device identification). Packet padding obfuscates packet-length characteristics…

密码学与安全 · 计算机科学 2023-09-13 Mnassar Alyami , Abdulmajeed Alghamdi , Mohammed Alkhowaiter , Cliff Zou , Yan Solihin

Terrorist attacks on transportation networks have traumatized modern societies. With a single blast, it has become possible to paralyze airline traffic, electric power supply, ground transportation or Internet communication. How and at…

Darknet technology such as Tor has been used by various threat actors for organising illegal activities and data exfiltration. As such, there is a case for organisations to block such traffic, or to try and identify when it is used and for…

密码学与安全 · 计算机科学 2018-08-06 Hamish Haughey , Gregory Epiphaniou , Haider Al-Khateeb , Ali Dehghantanha

Security issues are crucial in a number of machine learning applications, especially in scenarios dealing with human activity rather than natural phenomena (e.g., information ranking, spam detection, malware detection, etc.). It is to be…

机器学习 · 统计学 2010-03-02 Marius Kloft , Pavel Laskov

Network intrusion attacks are a known threat. To detect such attacks, network intrusion detection systems (NIDSs) have been developed and deployed. These systems apply machine learning models to high-dimensional vectors of features…

密码学与安全 · 计算机科学 2021-03-12 Yam Sharon , David Berend , Yang Liu , Asaf Shabtai , Yuval Elovici

Nowadays, the volume of network traffic continues to grow, along with the frequency and sophistication of attacks. This scenario highlights the need for solutions capable of continuously adapting, since network behavior is dynamic and…

The DDoS attack landscape is growing at an unprecedented pace. Inspired by the recent advances in optical networking, we make a case for optical layer-aware DDoS defense (O-LAD) in this paper. Our approach leverages the optical layer to…

密码学与安全 · 计算机科学 2020-02-25 Matthew Hall , Ramakrishnan Durairajan , Vyas Sekar

This paper investigates two strategies to reduce the communication delay in future wireless networks: traffic dispersion and network densification. A hybrid scheme that combines these two strategies is also considered. The probabilistic…

网络与互联网体系结构 · 计算机科学 2018-03-15 Guang Yang , Ming Xiao , H. Vincent Poor

Current state-of-the-art methods solve spatiotemporal action localisation by extending 2D anchors to 3D-cuboid proposals on stacks of frames, to generate sets of temporally connected bounding boxes called \textit{action micro-tubes}.…

图像与视频处理 · 电气工程与系统科学 2018-08-02 Gurkirt Singh , Suman Saha , Fabio Cuzzolin

The identification of the exact path that packets are routed on in the network is quite a challenge. This paper presents a novel, efficient traceback strategy named Tracemax in context of a defense system against distributed denial of…

网络与互联网体系结构 · 计算机科学 2020-04-21 Peter Hillmann , Frank Tietze , Gabi Dreo Rodosek

Accurate traffic flow estimation and prediction are critical for the efficient management of transportation systems, particularly under increasing urbanization. Traditional methods relying on static sensors often suffer from limited spatial…

机器学习 · 计算机科学 2025-03-19 Jake Rap , Amritam Das