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The EU ESCAPE project is developing ESAP, ESFRI 1 Scientific Analysis Platform, as an API gateway that enables the seamless integration of independent services accessing distributed data and computing resources. In ESCAPE we are exploring…

Instrumentation and Methods for Astrophysics · Physics 2023-01-25 Giuliano Taffoni , Sara Bertocco , Dave Morris , Manu Parra-Royón , Klaas Kliffen , Marco Molinaro , John Swinbank , Susana Sanchez Exposito

Edge systems promise to bring data and computing closer to the users of time-critical applications. Specifically, edge storage systems are emerging as a new system paradigm, where users can retrieve data from small-scale servers…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-24 Oleg Kolosov , Mehmet Fatih Aktas , Emina Soljanin , Gala Yadgar

We introduce Version 2 of SPECI, a system for predictive simulation modeling of large-scale data-centres, i.e. warehouse-sized facilities containing hundreds of thousands of servers, as used to provide cloud services.

Distributed, Parallel, and Cluster Computing · Computer Science 2011-06-28 Ilango Leonardo Sriram , Dave Cliff

Serverless computing has revolutionized cloud architectures by enabling developers to deploy event-driven applications via lightweight, self-contained virtualized containers. However, serverless frameworks face critical cold-start…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-02-19 Sabyasachi Gupta , Paul Gratz , John Lusher

Accurate reconstruction of global Sea surface temperature (SST), which dominates the air-sea coupling and global climate variability, underpins climate monitoring and prediction. Existing SST reconstruction products primarily provide one…

Atmospheric and Oceanic Physics · Physics 2026-03-24 Haijie Li , Ya Wang , Kai Yang , Gang Huang , Xiangao Xia , Ziming Chen , Weichen Tao , Chenglin Lyu , Lin Chen , Miao Zhang , Kaiming Hu , Hainan Gong , Disong Fu , Lin Wang

We describe the development of a scientific cloud computing (SCC) platform that offers high performance computation capability. The platform consists of a scientific virtual machine prototype containing a UNIX operating system and several…

Computational Physics · Physics 2013-12-02 Kevin Jorissen , Fernando D. Vila , John J. Rehr

The Exascale Computing Project (ECP) was one of the largest open-source scientific software development projects ever. It supported approximately 1,000 staff from US Department of Energy laboratories, and university and industry partners.…

Software Engineering · Computer Science 2023-11-14 Michael A. Heroux

Celeste is a procedure for inferring astronomical catalogs that attains state-of-the-art scientific results. To date, Celeste has been scaled to at most hundreds of megabytes of astronomical images: Bayesian posterior inference is…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-11-11 Jeffrey Regier , Kiran Pamnany , Ryan Giordano , Rollin Thomas , David Schlegel , Jon McAuliffe , Prabhat

The concept of multi-access edge computing (MEC) has been recently introduced to supplement cloud computing by deploying MEC servers to the network edge so as to reduce the network delay and alleviate the load on cloud data centers.…

Networking and Internet Architecture · Computer Science 2018-04-02 Anselme Ndikumana , Nguyen H. Tran , Tai Manh Ho , Zhu Han , Walid Saad , Dusit Niyato , Choong Seon Hong

Retrieval-augmented generation (RAG) has demonstrated significant proficiency in conducting question-answering (QA) tasks within a specified corpus. Nonetheless, numerous failure instances of RAG in QA still exist. These failures are not…

Machine Learning · Computer Science 2025-06-09 Jintao Zhang , Guoliang Li , Jinyang Su

Edge computing allows for the decentralization of computing resources. This decentralization is achieved through implementing microservice architectures, which require low latencies to meet stringent service level agreements (SLA) such as…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-14 Suhrid Gupta , Muhammed Tawfiqul Islam , Rajkumar Buyya

In the latest advancements in multimodal learning, effectively addressing the spatial and semantic losses of visual data after encoding remains a critical challenge. This is because the performance of large multimodal models is positively…

Computer Vision and Pattern Recognition · Computer Science 2025-07-30 Shaojun E , Yuchen Yang , Jiaheng Wu , Yan Zhang , Tiejun Zhao , Ziyan Chen

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

Neuroimaging open-data initiatives have led to increased availability of large scientific datasets. While these datasets are shifting the processing bottleneck from compute-intensive to data-intensive, current standardized analysis tools…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-18 Valérie Hayot-Sasson , Tristan Glatard

Multi-modal large language models (MLLMs) have shown remarkable progress in integrating visual and linguistic understanding. Recent efforts have extended these capabilities to 3D understanding through encoder-based architectures that rely…

Computer Vision and Pattern Recognition · Computer Science 2026-03-11 Sneha Paul , Zachary Patterson , Nizar Bouguila

The analysis of next-generation sequencing (NGS) data requires complex computational workflows consisting of dozens of autonomously developed yet interdependent processing steps. Whenever large amounts of data need to be processed, these…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-08 Christopher Schiefer , Marc Bux , Joergen Brandt , Clemens Messerschmidt , Knut Reinert , Dieter Beule , Ulf Leser

This paper studies resilient distributed estimation under measurement attacks. A set of agents each makes successive local, linear, noisy measurements of an unknown vector field collected in a vector parameter. The local measurement models…

Optimization and Control · Mathematics 2019-10-02 Yuan Chen , Soummya Kar , José M. F. Moura

Today's world of scientific software for High Energy Physics (HEP) is powered by x86 code, while the future will be much more reliant on accelerators like GPUs and FPGAs. The portable parallelization strategies (PPS) project of the High…

Background: Sustainable software engineering (SSE) means creating software in a way that meets present needs without undermining our collective capacity to meet our future needs. It is typically conceptualized as several intersecting…

Software Engineering · Computer Science 2024-04-02 Sean McGuire , Erin Shultz , Bimpe Ayoola , Paul Ralph

Robotic ultrasound has advanced local image-driven control, contact regulation, and view optimization, yet current systems lack the anatomical understanding needed to determine what to scan, where to begin, and how to adapt to individual…

Computer Vision and Pattern Recognition · Computer Science 2026-05-20 Jing Zhang , Duojie Chen , Wentao Jiang , Zihan Lou , Jianxin Liu , Xinwu Cui , Qinghong Zhao , Bo Du , Christoph F. Dietrich , Dacheng Tao