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Graph neural networks (GNNs) excel on homophilic graphs where connected nodes share labels, but struggle with heterophilic graphs where edges do not imply similarity. Moreover, iterative message passing limits scalability due to…

Machine Learning · Computer Science 2026-02-16 Turja Kundu , Sanjukta Bhowmick

Terrestrial data centers suffer from a growing carbon footprint that could contribute with $14\%$ to global CO2 emissions by 2040. High Altitude Platform (HAP) is a promising airborne technology that can unleash the computing frontier in…

Systems and Control · Electrical Eng. & Systems 2023-05-09 Wiem Abderrahim , Osama Amin , Basem Shihada

Edge computing is an emerging technology which places computing at the edge of the network to provide an ultra-low latency. Computation offloading, a paradigm that migrates computing from mobile devices to remote servers, can now use the…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-02-13 Li Lin , Peng Li , Jinbo Xiong , Mingwei Lin

Using cloud Database as a Service (DBaaS) offerings instead of on-premise deployments is increasingly common. Key advantages include improved availability and scalability at a lower cost than on-premise alternatives. In this paper, we…

Databases · Computer Science 2024-12-05 Alex Depoutovitch , Chong Chen , Jin Chen , Paul Larson , Shu Lin , Jack Ng , Wenlin Cui , Qiang Liu , Wei Huang , Yong Xiao , Yongjun He

We introduce compute-grounded reasoning (CGR), a design paradigm for spatial-aware research agents in which every answerable sub-problem is resolved by deterministic computation before a language model is asked to generate. Spatial Atlas…

Artificial Intelligence · Computer Science 2026-04-16 Arun Sharma

Modern deep learning techniques, which mimic traditional numerical weather prediction (NWP) models and are derived from global atmospheric reanalysis data, have caused a significant revolution within a few years. In this new paradigm, our…

Artificial Intelligence · Computer Science 2024-02-14 Minjong Cheon , Daehyun Kang , Yo-Hwan Choi , Seon-Yu Kang

Input data for applications that run in cloud computing centres can be stored at distant repositories, often with multiple copies of the popular data stored at many sites. Locating and retrieving the remote data can be challenging, and we…

Application Service Providers (ASPs) obtaining resources from multiple clouds have to contend with different management and control platforms employed by the cloud service providers (CSPs) and network service providers (NSP). Distributing…

Networking and Internet Architecture · Computer Science 2019-03-28 Lav Gupta , Raj Jain , Mohammed Samaka

This paper briefly highlights the features of the software tool [RadPat4W], named after Radiation Patterns for Windows but also compatible with the [Wine] environment of Linux. The tool is a stand-alone part of a freeware suite that is…

Computational Physics · Physics 2015-06-03 Nikolitsa Yannopoulou , Petros Zimourtopoulos

The formal ADL Wright allows to describe the structural and behavioral aspects of abstract software architecture. The behavioral aspects are described in CSP and checked using the model-checker FDR. While the ADL Wright does not offer any…

Software Engineering · Computer Science 2012-07-31 Fourati Farah

When deploying time series forecasting models based on machine learning to real world settings, one often encounter situations where the data distribution drifts. Such drifts expose the forecasting models to out-of-distribution (OOD) data,…

We propose the concept of Intra-Query Runtime Elasticity (IQRE) for cloud-native data analysis. IQRE enables a cloud-native OLAP engine to dynamically adjust a query's Degree of Parallelism (DOP) during execution. This capability allows…

Databases · Computer Science 2025-02-26 Xukang Zhang , Huanchen Zhang , Xiaofeng Meng

BOAT is a free cross-platform software for statistical data analysis and numerical computing. Thanks to its multiple-precision floating point engine, it allows arbitrary-precision calculations, whose digits of precision are only limited by…

Mathematical Software · Computer Science 2015-11-11 Davide Pagano

Duplication can be a powerful strategy for overcoming stragglers in cloud services, but is often used conservatively because of the risk of overloading the system. We present duplicate-aware scheduling or DAS, which makes duplication safe…

Networking and Internet Architecture · Computer Science 2019-06-03 Hafiz Mohsin Bashir , Abdullah Bin Faisal , Muhammad Asim Jamshed , Peter Vondras , Ali Musa Iftikhar , Ihsan Ayyub Qazi , Fahad R. Dogar

Data attribution methods aim to quantify the influence of individual training samples on the prediction of artificial intelligence (AI) models. As training data plays an increasingly crucial role in the modern development of large-scale AI…

Machine Learning · Computer Science 2024-10-08 Junwei Deng , Ting-Wei Li , Shiyuan Zhang , Shixuan Liu , Yijun Pan , Hao Huang , Xinhe Wang , Pingbang Hu , Xingjian Zhang , Jiaqi W. Ma

In order to maintain sensitivity to new physics in the coming years of LHC operations, the ATLAS experiment has been working on upgrading a portion of the front-end electronics and replacing some parts of the detector with new devices that…

Instrumentation and Detectors · Physics 2021-09-01 Serguei Kolos

Unsustainable exploitation of the oceans exacerbated by global warming is threatening coastal communities worldwide. Accurate and timely monitoring of maritime activity is an essential step to effective governance and to inform future…

Machine Learning · Computer Science 2025-04-29 Henry Herzog , Joshua Hansen , Yawen Zhang , Patrick Beukema

Foundation models for weather science are pre-trained on vast amounts of structured numerical data and outperform traditional weather forecasting systems. However, these models lack language-based reasoning capabilities, limiting their…

To address the challenges associated with data processing at scale, we propose Dataverse, a unified open-source Extract-Transform-Load (ETL) pipeline for large language models (LLMs) with a user-friendly design at its core. Easy addition of…

Computation and Language · Computer Science 2025-03-05 Hyunbyung Park , Sukyung Lee , Gyoungjin Gim , Yungi Kim , Dahyun Kim , Chanjun Park

The EU funded the FLARECAST project, that ran from Jan 2015 until Feb 2018. FLARECAST had a R2O focus, and introduced several innovations into the discipline of solar flare forecasting. FLARECAST innovations were: first, the treatment of…