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Emerging optical and virtualization technologies enable the design of more flexible and demand-aware networked systems, in which resources can be optimized toward the actual workload they serve. For example, in a demand-aware datacenter…

网络与互联网体系结构 · 计算机科学 2023-08-22 Aleksander Figiel , Janne H. Korhonen , Neil Olver , Stefan Schmid

System operators responsible for protecting software applications remain hesitant to implement cyber deception technology, including methods that place traps to catch attackers, despite its proven benefits. Overcoming their concerns removes…

密码学与安全 · 计算机科学 2025-07-08 Mario Kahlhofer , Matteo Golinelli , Stefan Rass

Today, internet and web services have become an inseparable part of our lives. Hence, ensuring continuous availability of service has become imperative to the success of any organization. But these services are often hampered by constant…

密码学与安全 · 计算机科学 2015-08-21 Hrishikesh Arun Deshpande

Recent advances in Graph Neural Networks (GNNs) have revolutionized graph-structured data modeling, yet traditional GNNs struggle with complex heterogeneous structures prevalent in real-world scenarios. Despite progress in handling…

机器学习 · 计算机科学 2025-01-07 Zongwei Li , Lianghao Xia , Hua Hua , Shijie Zhang , Shuangyang Wang , Chao Huang

In the electrical grid, the distribution system is themost vulnerable to severe weather events. Well-placed and coordinatedupgrades, such as the combination of microgrids, systemhardening and additional line redundancy, can greatly reduce…

计算工程、金融与科学 · 计算机科学 2017-05-24 Arthur Barnes , Harsha Nagarajan , Emre Yamangil , Russell Bent , Scott Backhaus

The massive parallelism and resource sharing embodying today's cloud business model not only exacerbate the security challenge of timing channels, but also undermine the viability of defenses based on resource partitioning. We propose…

操作系统 · 计算机科学 2016-05-31 Weiyi Wu , Bryan Ford

In this paper, a novel strategy of Secure Steganograpy based on Generative Adversarial Networks is proposed to generate suitable and secure covers for steganography. The proposed architecture has one generative network, and two…

计算机视觉与模式识别 · 计算机科学 2018-11-27 Haichao Shi , Jing Dong , Wei Wang , Yinlong Qian , Xiaoyu Zhang

Protecting personal data against exploitation of machine learning models is crucial. Recently, availability attacks have shown great promise to provide an extra layer of protection against the unauthorized use of data to train neural…

机器学习 · 计算机科学 2024-01-12 Hadi M. Dolatabadi , Sarah Erfani , Christopher Leckie

Edge computing promises to offer low-latency and ubiquitous computation to numerous devices at the network edge. For delay-sensitive applications, link delays can have a direct impact on service quality. These delays can fluctuate…

网络与互联网体系结构 · 计算机科学 2025-03-04 Jiaming Cheng , Duong Thuy Anh Nguyen , Ni Trieu , Duong Tung Nguyen

Graph-structured datasets are increasingly central to sensitive applications spanning social networks, biomedical research, and cryptographic systems. As organizations share these datasets with trusted parties for collaborative analysis,…

密码学与安全 · 计算机科学 2026-03-12 Alexander Nemecek , Emre Yilmaz , Erman Ayday

We present and analyze a computational hybrid architecture for performing multi-agent optimization. The optimization problems under consideration have convex objective and constraint functions with mild smoothness conditions imposed on…

最优化与控制 · 数学 2015-08-26 Matthew T. Hale , Angelia Nedic , Magnus Egerstedt

This paper studies network resilience against structured additive perturbations to its topology. We consider dynamic networks modeled as linear time-invariant systems subject to perturbations of bounded energy satisfying specific sparsity…

系统与控制 · 电气工程与系统科学 2021-05-18 Shenyu Liu , Sonia Martinez , Jorge Cortes

Inference using deep neural networks is often outsourced to the cloud since it is a computationally demanding task. However, this raises a fundamental issue of trust. How can a client be sure that the cloud has performed inference…

机器学习 · 计算机科学 2021-05-14 Zahra Ghodsi , Tianyu Gu , Siddharth Garg

Deep Neural Network-based systems are now the state-of-the-art in many robotics tasks, but their application in safety-critical domains remains dangerous without formal guarantees on network robustness. Small perturbations to sensor inputs…

机器人学 · 计算机科学 2020-03-10 Björn Lütjens , Michael Everett , Jonathan P. How

Autonomous vehicles depend on online HD map construction to perceive lane boundaries, dividers, and pedestrian crossings -- safety-critical road elements that directly govern motion planning. While existing pixel perturbation attacks can…

计算机视觉与模式识别 · 计算机科学 2026-05-15 Chenyi Wang , Ruoyu Song , Raymond Muller , Jean-Philippe Monteuuis , Jonathan Petit , Z. Berkay Celik , Ryan Gerdes , Ming F. Li

Deep learning-based techniques have achieved state-of-the-art performance on a wide variety of recognition and classification tasks. However, these networks are typically computationally expensive to train, requiring weeks of computation on…

密码学与安全 · 计算机科学 2019-03-13 Tianyu Gu , Brendan Dolan-Gavitt , Siddharth Garg

Integrating idle embedded devices into cloud computing is a promising approach to support distributed machine learning. In this paper, we approach to address the data hiding problem in such distributed machine learning systems. For the…

机器学习 · 计算机科学 2020-10-21 Kaiyan Chang , Wei Jiang , Jinyu Zhan , Zicheng Gong , Weijia Pan

The revolution in computer hardware, especially in graphics processing units and tensor processing units, has enabled significant advances in computer graphics and artificial intelligence algorithms. In addition to their many beneficial…

计算机视觉与模式识别 · 计算机科学 2019-10-30 Huy H. Nguyen , Junichi Yamagishi , Isao Echizen

Anomaly detection in videos is an important computer vision problem with various applications including automated video surveillance. Although adversarial attacks on image understanding models have been heavily investigated, there is not…

计算机视觉与模式识别 · 计算机科学 2022-04-08 Furkan Mumcu , Keval Doshi , Yasin Yilmaz

Defending against distributed denial of service (DDoS) attacks in the Internet is a fundamental problem. However, recent industrial interviews with over 100 security experts from more than ten industry segments indicate that DDoS problems…

密码学与安全 · 计算机科学 2019-04-09 Zhuotao Liu , Yuan Cao , Min Zhu , Wei Ge