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In recent years, various deep learning techniques have been exploited in side channel attacks, with the anticipation of obtaining more appreciable attack results. Most of them concentrate on improving network architectures or putting…

Cryptography and Security · Computer Science 2024-01-18 Zhimin Luo , Mengce Zheng , Ping Wang , Minhui Jin , Jiajia Zhang , Honggang Hu

To accommodate various use cases with differing characteristics, the Fifth Generation (5G) mobile communications system intends to utilize network slicing. Network slicing enables the creation of multiple logical networks over a shared…

Networking and Internet Architecture · Computer Science 2023-07-13 Rashmi Yadav , Rashmi Kamran , Pranav Jha , Abhay Karandikar

Randomizing the address-to-set mapping and partitioning of the cache has been shown to be an effective mechanism in designing secured caches. Several designs have been proposed on a variety of rationales: (1) randomized design, (2)…

Cryptography and Security · Computer Science 2025-01-31 Anirban Chakraborty , Nimish Mishra , Sayandeep Saha , Sarani Bhattacharya , Debdeep Mukhopadhyay

Modern networks support network slicing, which partitions physical infrastructure into virtual slices tailored to different service requirements (for example, high bandwidth or low latency). Optimally allocating users to slices is a…

Networking and Internet Architecture · Computer Science 2025-12-02 Sagar Sudhakara , Pankaj Rajak

In 5G networks, slicing allows partitioning of network resources to meet stringent end-to-end service requirements across multiple network segments, from access to transport. These requirements are shaping technical evolution in each of…

Networking and Internet Architecture · Computer Science 2019-06-26 Nashid Shahriar , Sepehr Taeb , Shihabur Rahman Chowdhury , Mubeen Zulfiqar , Massimo Tornatore , Raouf Boutaba , Jeebak Mitra , Mahdi Hemmati

In recent years, network slicing has embraced artificial intelligence (AI) models to manage the growing complexity of communication networks. In such a situation, AI-driven zero-touch network automation should present a high degree of…

Information Theory · Computer Science 2025-03-18 Martino Chiarani , Swastika Roy , Christos Verikoukis , Fabrizio Granelli

Timing side channels have been used to extract cryptographic keys and sensitive documents, even from trusted enclaves. In this paper, we focus on cache side channels created by access to shared code or data in the memory hierarchy. This…

Cryptography and Security · Computer Science 2021-12-20 Divya Ojha , Sandhya Dwarkadas

Within 3GPP, the campus network architecture has evolved as a deployment option for industries and can be provisioned using network slicing over already installed 5G public network infrastructure. In campus networks, the ultra-reliable low…

Networking and Internet Architecture · Computer Science 2025-11-20 Iulisloi Zacarias , Francisco Carpio , André Costa Drummond , Admela Jukan

Network slicing offers an opportunity to realize ICN as a slice in 5G deployment. We demonstrate this through a generic service orchestration framework operating on commodity compute, storage and bandwidth resource pool to realize multiple…

Networking and Internet Architecture · Computer Science 2017-11-08 Asit Chakraborti , Syed Obaid Amin , Aytac Azgin , Ravishankar Ravindran , Guoqiang Wang

Bandwidth slicing is introduced to support federated learning in edge computing to assure low communication delay for training traffic. Results reveal that bandwidth slicing significantly improves training efficiency while achieving good…

Networking and Internet Architecture · Computer Science 2019-11-19 Jun Li , Xiaoman Shen , Lei Chen , Jiajia Chen

Network slicing is a crucial part of the 5G networks that communication service providers (CSPs) seek to deploy. By exploiting three main enabling technologies, namely, software-defined networking (SDN), network function virtualization…

Networking and Internet Architecture · Computer Science 2019-12-10 Sina Ebrahimi , Abulfazl Zakeri , Behzad Akbari , Nader Mokari

Hardware caches are essential performance optimization features in modern processors to reduce the effective memory access time. Unfortunately, they are also the prime targets for attacks on computer processors because they are…

Cryptography and Security · Computer Science 2023-06-06 Guangyuan Hu , Ruby B. Lee

Federated learning is a popular strategy for training models on distributed, sensitive data, while preserving data privacy. Prior work identified a range of security threats on federated learning protocols that poison the data or the model.…

Cryptography and Security · Computer Science 2022-08-30 Giorgio Severi , Matthew Jagielski , Gökberk Yar , Yuxuan Wang , Alina Oprea , Cristina Nita-Rotaru

Both caching and interference alignment (IA) are promising techniques for future wireless networks. Nevertheless, most of existing works on cache-enabled IA wireless networks assume that the channel is invariant, which is unrealistic…

Networking and Internet Architecture · Computer Science 2017-06-29 Y. He , S. Hu

Network slicing enables the deployment of multiple dedicated virtual sub-networks, i.e. slices on a shared physical infrastructure. Unlike traditional one-size-fits-all resource provisioning schemes, each network slice (NS) in 5G is…

Systems and Control · Electrical Eng. & Systems 2023-05-01 Anousheh Gholami , Nariman Torkzaban , John S. Baras

Cache side channel attacks are increasingly alarming in modern processors due to the recent emergence of Spectre and Meltdown attacks. A typical attack performs intentional cache access and manipulates cache states to leak secrets by…

Hardware Architecture · Computer Science 2024-05-16 Luyi Li , Jiayi Huang , Lang Feng , Zhongfeng Wang

For a distributed last-level cache (LLC) in a large multicore chip, the access time to one LLC bank can significantly differ from that to another due to the difference in physical distance. In this paper, we successfully demonstrated a new…

Cryptography and Security · Computer Science 2023-12-14 Farabi Mahmud , Sungkeun Kim , Harpreet Singh Chawla , Chia-Che Tsai , Eun Jung Kim , Abdullah Muzahid

5G radio access network (RAN) with network slicing methodology plays a key role in the development of the next-generation network system. RAN slicing focuses on splitting the substrate's resources into a set of self-contained programmable…

Networking and Internet Architecture · Computer Science 2022-07-26 Tu N. Nguyen , Kashyab J. Ambarani , My T. Thai

Deploying Connected and Automated Vehicles (CAVs) on top of 5G and Beyond networks (5GB) makes them vulnerable to increasing vectors of security and privacy attacks. In this context, a wide range of advanced machine/deep learning based…

Cryptography and Security · Computer Science 2024-07-04 Abdelaziz Amara korba , Abdelwahab Boualouache , Bouziane Brik , Rabah Rahal , Yacine Ghamri-Doudane , Sidi Mohammed Senouci

In order to meet the performance/privacy requirements of future data-intensive mobile applications, e.g., self-driving cars, mobile data analytics, and AR/VR, service providers are expected to draw on shared storage/computation/connectivity…

Networking and Internet Architecture · Computer Science 2019-01-23 Jiaxiao Zheng , Gustavo de Veciana