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Current Physical AI (PAI) relies heavily on closed-loop visual-servoing pipelines, whose perception and planning stages may become computationally intensive onboard due to complex models embedded on robots. In practice, offloading the…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-20 Thien Tran , Jonathan Kua , Thuong Hoang , Minh Tran , Yuemin Ding , Jiong Jin

Modern embedded systems have made the transition from single-core to multi-core architectures, providing performance improvement via parallelism rather than higher clock frequencies. DAGs are considered among the most generic task models in…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-06-05 José Marinho , Stefan M. Petters

The Robot Operating System 2 (ROS~2) has emerged as a relevant middleware framework for robotic applications, offering modularity, distributed execution, and communication. In the last six years, ROS~2 has drawn increasing attention from…

Robotics · Computer Science 2026-04-06 Daniel Casini , Jian-Jia Chen , Jing Li , Federico Reghenzani , Harun Teper

Many real-world scientific workflows can be represented by a Directed Acyclic Graph (DAG), where each node represents a task and a directed edge signifies a dependency between two tasks. Due to the increasing computational resource…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-04 Atherve Tekawade , Suman Banerjee

In the last decade, scheduling of Directed Acyclic Graph (DAG) application in the context of Grid environment has attracted attention of many researchers. However, deployment of Grid environment requires skills, efforts, budget, and time.…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-01-21 Harshad B. Prajapati , Vipul A. Shah

A recent approach to building consensus protocols on top of Directed Acyclic Graphs (DAGs) shows much promise due to its simplicity and stable throughput. However, as each node in the DAG typically includes a linear number of references to…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-03 Michael Anoprenko , Andrei Tonkikh , Alexander Spiegelman , Petr Kuznetsov , Anatoliy Zinovyev , Konstantin Shprenger

A model has been proposed in [Baruah et al., in Proceedings of the IEEE Real-Time Systems Symposium 2012] for representing recurrent precedence-constrained tasks to be executed on multiprocessor platforms, where each recurrent task is…

Data Structures and Algorithms · Computer Science 2019-07-01 Vincenzo Bonifaci , Alberto Marchetti-Spaccamela , Sebastian Stiller , Andreas Wiese

Static (offline) techniques for mapping applications given by task graphs to MPSoC systems often deliver overly pessimistic and thus suboptimal results w.r.t. exploiting time slack in order to minimize the energy consumption. This holds…

Data Structures and Algorithms · Computer Science 2019-12-20 Bertrand Simon , Joachim Falk , Nicole Megow , Jürgen Teich

Distributed robotic systems rely heavily on the publish-subscribe communication paradigm and middleware frameworks that support it, such as the Robot Operating System (ROS), to efficiently implement modular computation graphs. The ROS 2…

Robotics · Computer Science 2023-01-24 Christophe Bédard , Pierre-Yves Lajoie , Giovanni Beltrame , Michel Dagenais

Dual-arm robots offer enhanced versatility and efficiency over single-arm counterparts by enabling concurrent manipulation of multiple objects or cooperative execution of tasks using both arms. However, the coordination of dual-arm systems…

Robotics · Computer Science 2025-04-14 Zeyu Gao , Yao Mu , Jinye Qu , Mengkang Hu , Shijia Peng , Chengkai Hou , Lingyue Guo , Ping Luo , Shanghang Zhang , Yanfeng Lu

In Function as a Service (FaaS), a serverless computing variant, customers deploy functions instead of complete virtual machines or Linux containers. It is the cloud provider who maintains the runtime environment for these functions. FaaS…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-06-16 Bartłomiej Przybylski , Paweł Żuk , Krzysztof Rzadca

We consider global fixed-priority (G-FP) scheduling of parallel tasks, in which each task is represented as a directed acyclic graph (DAG). We summarize and highlight limitations of the state-of-the-art analyses for G-FP and propose a novel…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-14 Son Dinh , Christopher Gill , Kunal Agrawal

Dask is a distributed task framework which is commonly used by data scientists to parallelize Python code on computing clusters with little programming effort. It uses a sophisticated work-stealing scheduler which has been hand-tuned to…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-01-21 Stanislav Böhm , Jakub Beránek

This paper is a Systematization of Knowledge (SoK) on Directed Acyclic Graph (DAG)-based consensus protocols, analyzing their performance and trade-offs within the framework of consistency, availability, and partition tolerance inspired by…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-23 Mayank Raikwar , Nikita Polyanskii , Sebastian Müller

Directed acyclic graphs (DAGs) are a class of graphs commonly used in practice, with examples that include electronic circuits, Bayesian networks, and neural architectures. While many effective encoders exist for DAGs, it remains…

Machine Learning · Computer Science 2025-05-30 Michael Sun , Orion Foo , Gang Liu , Wojciech Matusik , Jie Chen

Functions-as-a-Service (FaaS) is a Serverless Cloud paradigm where a platform manages the scheduling (e.g., resource allocation, runtime environments) of stateless functions. Recent work proposed using domain-specific languages to express…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-01-24 Giuseppe De Palma , Saverio Giallorenzo , Jacopo Mauro , Matteo Trentin , Gianluigi Zavattaro

Vehicular clouds (VCs) are modern platforms for processing of computation-intensive tasks over vehicles. Such tasks are often represented as directed acyclic graphs (DAGs) consisting of interdependent vertices/subtasks and directed edges.…

Machine Learning · Computer Science 2023-07-04 Zhang Liu , Lianfen Huang , Zhibin Gao , Manman Luo , Seyyedali Hosseinalipour , Huaiyu Dai

The connected and autonomous systems (CAS) and auto-driving era is coming into our life. To support CAS applications such as AI-driven decision-making and blockchain-based smart data management platform, data and message…

Networking and Internet Architecture · Computer Science 2023-11-14 Huanyu Wu , Chentao Yue , Lei Zhang , Yonghui Li , Muhammad Ali Imran

The increasing popularity of the Rust programming language in building robotic applications using the Robot Operating System (ROS 2) raises questions about its real-time execution capabilities, particularly when employing asynchronous…

Software Engineering · Computer Science 2025-07-29 Martin Škoudlil , Michal Sojka , Zdeněk Hanzálek

Function as a Service (FaaS) permits cloud customers to deploy to cloud individual functions, in contrast to complete virtual machines or Linux containers. All major cloud providers offer FaaS products (Amazon Lambda, Google Cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-08-12 Pawel Zuk , Krzysztof Rzadca