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This research introduces a robust detection system against malicious network traffic, leveraging hierarchical structures and self-attention mechanisms. The proposed system includes a Packet Segmenter that divides a given raw network packet…

Cryptography and Security · Computer Science 2025-01-14 Anass Grini , Btissam El Khamlichi , Abdellatif El Afia , Amal El Fallah-Seghrouchni

Video-analytics-as-a-service is becoming an important offering for cloud providers. A key concern in such services is privacy of the videos being analyzed. While trusted execution environments (TEEs) are promising options for preventing the…

Cryptography and Security · Computer Science 2020-06-24 Rishabh Poddar , Ganesh Ananthanarayanan , Srinath Setty , Stavros Volos , Raluca Ada Popa

In the last years, a series of side channels have been discovered on CPUs. These side channels have been used in powerful attacks, e.g., on cryptographic implementations, or as building blocks in transient-execution attacks such as Spectre…

Cryptography and Security · Computer Science 2021-06-08 Daniel Weber , Ahmad Ibrahim , Hamed Nemati , Michael Schwarz , Christian Rossow

Malware is constantly evolving. Although existing countermeasures have success in malware detection, corresponding counter-countermeasures are always emerging. In this study, a counter-countermeasure that avoids network-based detection…

Cryptography and Security · Computer Science 2017-03-08 Xingsi Zhong , Yu Fu , Lu Yu , Richard Brooks

As training artificial intelligence (AI) models is a lengthy and hence costly process, leakage of such a model's internal parameters is highly undesirable. In the case of AI accelerators, side-channel information leakage opens up the threat…

Hardware Architecture · Computer Science 2024-12-11 Andrija Nešković , Saleh Mulhem , Alexander Treff , Rainer Buchty , Thomas Eisenbarth , Mladen Berekovic

Caching content at the edge network is a popular and effective technique widely deployed to alleviate the burden of network backhaul, shorten service delay and improve service quality. However, there has been some controversy over privacy…

Networking and Internet Architecture · Computer Science 2026-02-02 Xianzhi Zhang , Yipeng Zhou , Di Wu , Quan Z. Sheng , Shazia Riaz , Miao Hu , Linchang Xiao

Serverless computing has revolutionized cloud computing by offering users an efficient, cost-effective way to develop and deploy applications without managing infrastructure details. However, serverless cloud users remain vulnerable to…

Cryptography and Security · Computer Science 2026-01-15 Wei Shao , Najmeh Nazari , Behnam Omidi , Setareh Rafatirad , Khaled N. Khasawneh , Houman Homayoun , Chongzhou Fang

As network security monitoring grows more sophisticated, there is an increasing need for outsourcing such tasks to third-party analysts. However, organizations are usually reluctant to share their network traces due to privacy concerns over…

Cryptography and Security · Computer Science 2018-10-25 Meisam Mohammady , Lingyu Wang , Yuan Hong , Habib Louafi , Makan Pourzandi , Mourad Debbabi

In this work, we study information leakage in timing side channels that arise in the context of shared event schedulers. Consider two processes, one of them an innocuous process (referred to as Alice) and the other a malicious one (referred…

Cryptography and Security · Computer Science 2016-11-18 Sachin Kadloor , Negar Kiyavash , Parv Venkitasubramaniam

Detection and quantification of information leaks through timing side channels are important to guarantee confidentiality. Although static analysis remains the prevalent approach for detecting timing side channels, it is computationally…

Cryptography and Security · Computer Science 2019-07-25 Saeid Tizpaz-Niari , Pavol Cerny , Sriram Sankaranarayanan , Ashutosh Trivedi

Modern computer processors use microarchitectural optimization mechanisms to improve performance. As a downside, such optimizations are prone to introducing side-channel vulnerabilities. Speculative loading of memory, called prefetching, is…

Cryptography and Security · Computer Science 2024-10-02 Till Schlüter , Nils Ole Tippenhauer

Network Service Chaining (NSC) is a service deployment concept that promises increased flexibility and cost efficiency for future carrier networks. NSC has received considerable attention in the standardization and research communities…

Networking and Internet Architecture · Computer Science 2014-02-14 Wolfgang John , Kostas Pentikousis , George Agapiou , Eduardo Jacob , Mario Kind , Antonio Manzalini , Fulvio Risso , Dimitri Staessens , Rebecca Steinert , Catalin Meirosu

When multiple job processes are served by a single scheduler, the queueing delays of one process are often affected by the others, resulting in a timing side channel that leaks the arrival pattern of one process to the others. In this work,…

Information Theory · Computer Science 2014-05-16 Xun Gong , Negar Kiyavash

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…

Cryptography and Security · Computer Science 2023-09-13 Mnassar Alyami , Abdulmajeed Alghamdi , Mohammed Alkhowaiter , Cliff Zou , Yan Solihin

Side-channel attacks (SCAs) pose a serious threat to system security by extracting secret keys through physical leakages such as power consumption, timing variations, and electromagnetic emissions. Among existing countermeasures, artificial…

Cryptography and Security · Computer Science 2026-01-26 Jiheon Woo , Donggyun Ryu , Daewon Seo , Young-Sik Kim , Namyoon Lee , Yuval Cassuto , Yongjune Kim

Modern corporations physically separate their sensitive computational infrastructure from public or other accessible networks in order to prevent cyber-attacks. However, attackers still manage to infect these networks, either by means of an…

Cryptography and Security · Computer Science 2017-03-31 Yisroel Mirsky , Mordechai Guri , Yuval Elovici

Point cloud completion aims to infer a complete shape from its partial observation. Many approaches utilize a pure encoderdecoder paradigm in which complete shape can be directly predicted by shape priors learned from partial scans,…

Computer Vision and Pattern Recognition · Computer Science 2024-11-25 Zizhao Wu , Jian Shi , Xuan Deng , Cheng Zhang , Genfu Yang , Ming Zeng , Yunhai Wang

There is an increasing trend that enterprises outsource their network functions to the cloud for lower cost and ease of management. However, network function outsourcing brings threats to the privacy of enterprises since the cloud is able…

Networking and Internet Architecture · Computer Science 2016-06-24 Huazhe Wang , Xin Li , Yu Zhao , Ye Yu , Hongkun Yang , Chen Qian

Rigorous quantitative evaluation of microarchitectural side channels is challenging for two reasons. First, the processors, attacks, and defenses often exhibit probabilistic behaviors. These probabilistic behaviors arise due to natural…

Cryptography and Security · Computer Science 2025-10-06 Weihang Li , Pete Crowley , Arya Tschand , Yu Wang , Miroslav Pajic , Daniel Sorin

Modern processor designs use a variety of microarchitectural methods to achieve high performance. Unfortunately, new side-channels have often been uncovered that exploit these enhanced designs. One area that has received little attention…

Cryptography and Security · Computer Science 2021-09-02 Yun Chen , Lingfeng Pei , Trevor E. Carlson