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In this paper, we propose an edge-assisted split federated learning framework to facilitate large language model (LLM) fine-tuning on heterogeneous mobile devices while alleviating memory pressures on both mobile devices and the edge…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-04 Xiaopei Chen , Liang Li , Fei Ji , Wen Wu

Proxy-apps, or mini-apps, are simple self-contained benchmark codes with performance-relevant kernels extracted from real applications. Initially used to facilitate software-hardware co-design, they are a crucial ingredient for serious…

Computational Physics · Physics 2022-07-28 Rafael Ravedutti Lucio Machado , Jan Eitzinger , Harald Köstler , Gerhard Wellein

Hardware-enclaves that target complex CPU designs compromise both security and performance. Programs have little control over micro-architecture, which leads to side-channel leaks, and then have to be transformed to have worst-case control-…

Cryptography and Security · Computer Science 2020-07-16 Sarbartha Banerjee , Prakash Ramrakhyani , Shijia Wei , Mohit Tiwari

In todays security landscape, every user wants to access large amounts of data with confidentiality and authorization. To maintain confidentiality, various researchers have proposed several techniques. However, to access secure data,…

Cryptography and Security · Computer Science 2025-12-29 Keshav Sinha , Sumitra , Richa Kumari , Akashdeep Bhardwaj , Shawon Rahman

The need for a privacy management layer in today's systems started to manifest with the emergence of new systems for privacy-preserving analytics and privacy compliance. As a result, many independent efforts have emerged that try to provide…

Cryptography and Security · Computer Science 2023-12-13 Nicolas Küchler , Emanuel Opel , Hidde Lycklama , Alexander Viand , Anwar Hithnawi

FPGAs are increasingly being deployed in the cloud to accelerate diverse applications. They are to be shared among multiple tenants to improve the total cost of ownership. Partial reconfiguration technology enables multi-tenancy on FPGA by…

Hardware Architecture · Computer Science 2022-07-05 Ahsan Javed Awan , Fidan Aliyeva

The security of a computer system depends on OS kernel protection. It is crucial to reveal and inspect new attacks on kernel data, as these are used by hackers. The purpose of this paper is to continue research into attacks on dynamically…

Cryptography and Security · Computer Science 2021-06-14 Igor Korkin

Memory disaggregation via CXL enables multi-host resource sharing. However, existing CXL sharing mechanisms enforce coarse-grained, host-level permissions only, leaving isolation to the operating system. Today, virtual memory enables…

Hardware Architecture · Computer Science 2026-05-29 Kaustav Goswami , Sean Peisert , Venkatesh Akella , Jason Lowe-Power

Edge computing addresses critical limitations of cloud computing such as high latency and network congestion by decentralizing processing from cloud to the edge. However, the need for software replication across heterogeneous edge devices…

Performance · Computer Science 2025-05-09 Ragini Gupta , Klara Nahrstedt

Micro-controller units (MCUs) implement the de facto interface between the physical and digital worlds. As a consequence, they appear in a variety of sensing/actuation applications, from smart personal spaces to complex industrial control…

Cryptography and Security · Computer Science 2024-07-09 Liam Tyler , Ivan De Oliveira Nunes

Application virtual memory footprints are growing rapidly in all systems from servers down to smartphones. To address this growing demand, system integrators are incorporating ever larger amounts of main memory, warranting rethinking of…

Hardware Architecture · Computer Science 2022-07-05 Chandrahas Tirumalasetty , Chih Chieh Chou , Narasimha Reddy , Paul Gratz , Ayman Abouelwafa

The emergence of small computing devices and the integration of processing units into everyday objects has made lightweight cryptography an essential part of the security landscape. Conventional cryptographic algorithms such as AES, RSA,…

Cryptography and Security · Computer Science 2026-02-17 Mohsin Khan , Elisavet Kozyri , Håvard Dagenborg

Cache coherence protocols based on self-invalidation and self-downgrade have recently seen increased popularity due to their simplicity, potential performance efficiency, and low energy consumption. However, such protocols result in memory…

Logic in Computer Science · Computer Science 2023-06-22 Parosh Aziz Abdulla , Mohamed Faouzi Atig , Stefanos Kaxiras , Carl Leonardsson , Alberto Ros , Yunyun Zhu

Memory corruption vulnerabilities often enable attackers to take control of a target system by overwriting control-flow relevant data (such as return addresses and function pointers), which are potentially stored in close proximity of…

Cryptography and Security · Computer Science 2019-09-10 Marie-Therese Walter , David Pfaff , Stefan Nürnberger , Michael Backes

Deploying machine learning applications on edge devices can bring clear benefits such as improved reliability, latency and privacy but it also introduces its own set of challenges. Most works focus on the limited computational resources of…

Machine Learning · Computer Science 2022-03-29 Sam Leroux , Pieter Simoens , Meelis Lootus , Kartik Thakore , Akshay Sharma

ARM recently introduced a security feature called Memory Tagging Extension or MTE, which is designed to defend against common memory safety vulnerabilities, such as buffer overflow and use after free. In this paper, we examine three aspects…

Cryptography and Security · Computer Science 2022-11-04 Aditi Partap , Dan Boneh

Application partitioning and code offloading are being researched extensively during the past few years. Several frameworks for code offloading have been proposed. However, fewer works attempted to address issues occurred with its…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-21 Nevin Vunka Jungum , Nawaz Mohamudally , Nimal Nissanke

Beyond edge devices can function off the power grid and without batteries, enabling them to operate in difficult to access regions. However, energy costly long-distance communication required for reporting results or offloading computation…

Container technologies, like Docker, are becoming increasingly popular. Containers provide exceptional developer experience because containers offer lightweight isolation and ease of software distribution. Containers are also widely used in…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-03-01 Pablo Chico de Guzman , Felipe Gorostiaga , Cesar Sanchez

Multi-core CPUs are a standard component in many modern embedded systems. Their virtualisation extensions enable the isolation of services, and gain popularity to implement mixed-criticality or otherwise split systems. We present Jailhouse,…

Operating Systems · Computer Science 2020-09-03 Ralf Ramsauer , Jan Kiszka , Daniel Lohmann , Wolfgang Mauerer
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