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Today, using multiple heterogeneous accelerators efficiently from applications and high-level frameworks, such as TensorFlow and Caffe, poses significant challenges in three respects: (a) sharing accelerators, (b) allocating available…

Systems and Control · Electrical Eng. & Systems 2023-05-03 Manos Pavlidakis , Stelios Mavridis , Antony Chazapis , Giorgos Vasiliadis , Angelos Bilas

Secure containers isolate each container with its own kernel, mitigating shared-kernel attacks prevalent in traditional container systems. However, existing designs still face a fundamental isolation--performance trade-off. Nested-cloud…

Operating Systems · Computer Science 2026-05-21 Yiyang Wu , Xunjie Wang , Jinyu Gu , Haibo Chen

Increased complexity of network-based software solutions and the ever-rising number of concurrent users forced a shift of the IT industry to cloud computing. Conventional network software systems commonly based on monolithic application…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-01-31 M. Sipek , D. Muharemagic , B. Mihaljevic , A. Radovan

As deep neural networks (DNNs) prove their importance and feasibility, more and more DNN-based apps, such as detection and classification of objects, have been developed and deployed on autonomous vehicles (AVs). To meet their growing…

Machine Learning · Computer Science 2023-02-06 Minkyoung Cho , Kang G. Shin

Online games with modifiable virtual environments (MVEs) have become highly popular over the past decade. Among them, Minecraft -- supporting hundreds of millions of users -- is the best-selling game of all time, and is increasingly offered…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-02 Jesse Donkervliet , Javier Ron , Junyan Li , Tiberiu Iancu , Cristina L. Abad , Alexandru Iosup

Optimal deployment of deep neural networks (DNNs) on state-of-the-art Systems-on-Chips (SoCs) is crucial for tiny machine learning (TinyML) at the edge. The complexity of these SoCs makes deployment non-trivial, as they typically contain…

The widespread diffusion of compute-intensive edge-AI workloads and the stringent demands of modern autonomous systems require advanced heterogeneous embedded architectures. Such architectures must support high-performance and reliable…

Hardware Architecture · Computer Science 2024-10-11 Enrico Zelioli , Alessandro Ottaviano , Robert Balas , Nils Wistoff , Angelo Garofalo , Luca Benini

IoT applications span a wide range in performance and memory footprint, under tight cost and power constraints. High-end applications rely on power-hungry Systems-on-Chip (SoCs) featuring powerful processors, large LPDDR/DDR3/4/5 memories,…

Hardware Architecture · Computer Science 2024-01-09 Luca Valente , Yvan Tortorella , Mattia Sinigaglia , Giuseppe Tagliavini , Alessandro Capotondi , Luca Benini , Davide Rossi

Future Exascale systems will feature massive parallelism, many-core processors and heterogeneous architectures. In this scenario, it is increasingly difficult for HPC applications to fully and efficiently utilize the resources in system…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-04-25 David Álvarez , Kevin Sala , Vicenç Beltran

Despite the attempts of well-designed anonymous communication tools to protect users from tracking or identification, flaws in surrounding software (such as web browsers) and mistakes in configuration may leak the user's identity. We…

Operating Systems · Computer Science 2014-05-06 David Isaac Wolinsky , Bryan Ford

Elastic scaling is one of the central benefits provided by serverless platforms, and requires that they scale resource up and down in response to changing workloads. Serverless platforms scale-down resources by terminating previously…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-07 Kalev Alpernas , Aurojit Panda , Mooly Sagiv

Real-time systems, particularly those used in domains like automated driving, are increasingly adopting neural networks. From this trend arises the need for high-performance hardware exhibiting predictable timing behavior. While…

Hardware Architecture · Computer Science 2026-02-26 Maximilian Kirschner , Konstantin Dudzik , Ben Krusekamp , Jürgen Becker

Microprocessors enable aggressive hardware virtualization by means of which multiple processes temporally execute on the system. These security-critical and ordinary processes interact with each other to assure application progress.…

Cryptography and Security · Computer Science 2020-01-28 Hamza Omar , Omer Khan

We present, MultiK, a Linux-based framework 1 that reduces the attack surface for operating system kernels by reducing code bloat. MultiK "orchestrates" multiple kernels that are specialized for individual applications in a transparent…

Operating Systems · Computer Science 2019-03-19 Hsuan-Chi Kuo , Akshith Gunasekaran , Yeongjin Jang , Sibin Mohan , Rakesh B. Bobba , David Lie , Jesse Walker

Microservices are used to build complex applications composed of small, independent and highly decoupled processes. Recently, microservices are often mentioned in one breath with container technologies like Docker. That is why operating…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-10-12 Nane Kratzke

Many applications have service requirements that are not easily met by existing operating systems. Real-time and security-critical tasks, for example, often require custom OSes to meet their needs. However, development of special purpose…

Operating Systems · Computer Science 2018-01-25 Ying Ye , Zhuoqun Cheng , Soham Sinha , Richard West

A typical enterprise uses a local area network of computers to perform its business. During the off-working hours, the computational capacities of these networked computers are underused or unused. In order to utilize this computational…

Distributed, Parallel, and Cluster Computing · Computer Science 2009-08-21 Que Thu Dung Nguyen

With advancements in multicore embedded systems, leakage power, exponentially tied to chip temperature, has surpassed dynamic power consumption. Energy-aware solutions use dynamic voltage and frequency scaling (DVFS) to mitigate overheating…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-13 Mohammad Pivezhandi , Abusayeed Saifullah , Ali Jannesari

After a decade of research in userspace network stacks, why do new solutions remain inaccessible to most developers? We argue that this is because they ignored (1) the hardware constraints of public cloud NICs (vNICs) and (2) the…

Networking and Internet Architecture · Computer Science 2025-02-14 Alireza Sanaee , Vahab Jabrayilov , Ilias Marinos , Anuj Kalia , Divyanshu Saxena , Prateesh Goyal , Kostis Kaffes , Gianni Antichi

Developing an efficient server-based real-time scheduling solution that supports dynamic task-level parallelism is now relevant to even the desktop and embedded domains and no longer only to the high performance computing market niche. This…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-06-15 Luís Nogueira , Luís Miguel Pinho