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Pervasive encryption makes large-scale labeling infeasible for traffic analysis, while security operations demand edge analysis to avert service degradation and further vulnerabilities. These pressures have produced two disjoint research…

Networking and Internet Architecture · Computer Science 2026-05-11 Chungang Lin , Xuying Meng , Tianyu Zuo , Weiyao Zhang , Meng Shen , Ruijie Zhao , Guanming Che , Ruiqi Meng , Ziyue Huang , Haitong Luo , Zhiwei Xu , Yujun Zhang

As the automotive industry transitions toward centralized Linux-based architectures, ensuring the predictable execution of mixed-criticality applications becomes essential. However, concurrent use of the Linux network stack introduces…

Networking and Internet Architecture · Computer Science 2025-11-05 Lóránt Meszlényi , Julius Kahle , Dominik Püllen , Stefan Kowalewski , Stefan Katzenbeisser , Alexandru Kampmann

To leverage data and computation capabilities of mobile devices, machine learning algorithms are deployed at the network edge for training artificial intelligence (AI) models, resulting in the new paradigm of edge learning. In this paper,…

Information Theory · Computer Science 2020-07-01 Dingzhu Wen , Mehdi Bennis , Kaibin Huang

Modern low-latency anonymity systems, no matter whether constructed as an overlay or implemented at the network layer, offer limited security guarantees against traffic analysis. On the other hand, high-latency anonymity systems offer…

Cryptography and Security · Computer Science 2018-02-26 Chen Chen , Daniele E. Asoni , Adrian Perrig , David Barrera , George Danezis , Carmela Troncoso

Estimated Time of Arrival (ETA) plays an important role in delivery and ride-hailing platforms. For example, Uber uses ETAs to calculate fares, estimate pickup times, match riders to drivers, plan deliveries, and more. Commonly used route…

Machine Learning · Computer Science 2022-06-07 Xinyu Hu , Tanmay Binaykiya , Eric Frank , Olcay Cirit

In this work, we propose an adaptive system design for an Internet of Things (IoT) monitoring network with latency and reliability requirements, where IoT devices generate time-critical and event-triggered bursty traffic, and an unmanned…

Signal Processing · Electrical Eng. & Systems 2024-05-17 Nilupuli Senadhira , Salman Durrani , Sheeraz A. Alvi , Nan Yang , Xiangyun Zhou

The cost of data movement on parallel systems varies greatly with machine architecture, job partition, and nearby jobs. Performance models that accurately capture the cost of data movement provide a tool for analysis, allowing for…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-20 Amanda Bienz , Luke N. Olson , William D. Gropp , Shelby Lockhart

The growing disparity between computational power and on-chip communication bandwidth is a critical bottleneck in modern Systems-on-Chip (SoCs), especially for data-parallel workloads like AI. Efficient point-to-multipoint (P2MP) data…

Hardware Architecture · Computer Science 2025-12-22 Yunhao Deng , Fanchen Kong , Xiaoling Yi , Ryan Antonio , Marian Verhelst

Cost-effective embedded systems necessitate utilizing the single-wire communication protocol for inter-chip communication, thanks to its reduced pin count in comparison to the multi-wire I2C or SPI protocols. However, current single-wire…

Hardware Architecture · Computer Science 2025-09-03 Bochen Ye , Gustavo Naspolini , Kimmo Salo , Manil Dev Gomony

Path-aware networks (PANs) are emerging as an intriguing new paradigm with the potential to significantly improve the dependability and efficiency of networks. However, the benefits of PANs can only be realized if the adoption of such…

Networking and Internet Architecture · Computer Science 2021-04-07 Simon Scherrer , Markus Legner , Adrian Perrig , Stefan Schmid

Scientific problems that depend on processing large amounts of data require overcoming challenges in multiple areas: managing large-scale data distribution, controlling co-placement and scheduling of data with compute resources, and…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-11-20 Andre Luckow , Mark Santcroos , Ashley Zebrowski , Shantenu Jha

Unmanned aerial vehicles (UAVs) have played an important role in air-ground integration network. Especially in Internet of Things (IoT) services, UAV equipped with communication equipments is widely adopted as a mobile base station (BS) for…

Information Theory · Computer Science 2020-10-23 Bin Li , Xianzhen Guo , Ruonan Zhang , Xiaojiang Du , Mohsen Guizani

Due to the susceptibility of Artificial Intelligence (AI) to data perturbations and adversarial examples, it is crucial to perform a thorough robustness evaluation before any Machine Learning (ML) model is deployed. However, examining a…

Machine Learning · Computer Science 2025-10-01 João Vitorino , Eva Maia , Isabel Praça , Carlos Soares

Remote data access for data analysis in high performance computing is commonly done with specialized data access protocols and storage systems. These protocols are highly optimized for high throughput on very large datasets, multi-streams,…

Performance · Computer Science 2014-10-16 Adrien Devresse , Fabrizio Furano

Main responsibility of a transport protocol is to support communication between two end-to-end entities. These entities can be hosts or devices, such as routers, firewalls etc. Transport protocol provides mechanism to have a virtually…

Networking and Internet Architecture · Computer Science 2020-10-13 Puneet Kumar

Abrupt changes in the environment, such as unforeseen events due to climate change, have triggered massive and precipitous changes in human mobility. The ability to quickly predict traffic patterns in different scenarios has become more…

Physics and Society · Physics 2021-03-12 Pavan Yedavalli , Krishna Kumar , Paul Waddell

Achieving fine-grained and structurally sound controllability is a cornerstone of advanced visual generation. Existing part-based frameworks treat user-provided parts as an unordered set and therefore ignore their intrinsic spatial and…

Computer Vision and Pattern Recognition · Computer Science 2026-04-08 Junbin Zhang , Meng Cao , Feng Tan , Yikai Lin , Yuexian Zou

In view of the need to find novel means to utilize the unlicensed spectrum to meet the rising latency and reliability requirements of new applications, we propose a novel mechanism that allows devices to transmit anytime that a packet has…

Networking and Internet Architecture · Computer Science 2024-02-23 Francesc Wilhelmi , Paolo Baracca , Gianluca Fontanesi , Lorenzo Galati-Giordano

Vision Transformer models, such as ViT, Swin Transformer, and Transformer-in-Transformer, have recently gained significant traction in computer vision tasks due to their ability to capture the global relation between features which leads to…

Hardware Architecture · Computer Science 2023-09-13 Shashank Nag , Gourav Datta , Souvik Kundu , Nitin Chandrachoodan , Peter A. Beerel

Multi-accelerator servers are increasingly being deployed in shared multi-tenant environments (such as in cloud data centers) in order to meet the demands of large-scale compute-intensive workloads. In addition, these accelerators are…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-10-08 Kiran Ranganath , Joshua D. Suetterlein , Joseph B. Manzano , Shuaiwen Leon Song , Daniel Wong
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