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This decade, the Square Kilometre Array (SKA) will perform its first observations. Preparations for building dishes, antennas, correlators and infrastructure are well underway. Concurrently, software for the processing of SKA observations…

Instrumentation and Methods for Astrophysics · Physics 2020-11-02 H. Spreeuw , S. Yatawatta , B. Van Werkhoven , F. Diblen

The act of sharing scientific knowledge is rapidly evolving away from traditional articles and presentations to the delivery of executable objects that integrate the data and computational details (e.g., scripts and workflows) upon which…

Benchmarking is central to optimization research, yet existing test suites for continuous optimization remain limited: classical collections are fixed and rigid, while previous generators cover only narrow families of landscapes with…

Neural and Evolutionary Computing · Computer Science 2025-12-02 Danial Yazdani , Mai Peng , Delaram Yazdani , Shima F. Yazdi , Mohammad Nabi Omidvar , Yuan Sun , Trung Thanh Nguyen , Changhe Li , Xiaodong Li

Low-precision formats such as float8 have been introduced in machine learning accelerated hardware to improve computational efficiency for large language models training and inference. Nevertheless, adoption by the ML community has been…

Machine Learning · Computer Science 2024-07-25 Paul Balança , Sam Hosegood , Carlo Luschi , Andrew Fitzgibbon

This article introduces SCALPEL3, a scalable open-source framework for studies involving Large Observational Databases (LODs). Its design eases medical observational studies thanks to abstractions allowing concept extraction, high-level…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-08-27 Emmanuel Bacry , Stéphane Gaïffas , Fanny Leroy , Maryan Morel , Dinh Phong Nguyen , Youcef Sebiat , Dian Sun

Vision-Language-Action (VLA) models have emerged as a promising paradigm for general-purpose robotic control, with test-time scaling (TTS) gaining attention to enhance robustness beyond training. However, existing TTS methods for VLAs…

Robotics · Computer Science 2026-02-05 Hyeonbeom Choi , Daechul Ahn , Youhan Lee , Taewook Kang , Seongwon Cho , Jonghyun Choi

As modern software systems expand in scale and complexity, the challenges associated with their modeling and formulation grow increasingly intricate. Traditional approaches often fall short in effectively addressing these complexities,…

Software Engineering · Computer Science 2025-05-20 Tarik Houichime , Younes El Amrani

Simulation engines are widely adopted in robotics. However, they lack either full simulation control, ROS integration, realistic physics, or photorealism. Recently, synthetic data generation and realistic rendering has advanced tasks like…

Robotics · Computer Science 2023-05-29 Elia Bonetto , Chenghao Xu , Aamir Ahmad

Domain science applications and workflow processes are currently forced to view the network as an opaque infrastructure into which they inject data and hope that it emerges at the destination with an acceptable Quality of Experience. There…

Networking and Internet Architecture · Computer Science 2020-04-14 Inder Monga , Chin Guok , John MacAuley , Alex Sim , Harvey Newman , Justas Balcas , Phil DeMar , Linda Winkler , Tom Lehman , Xi Yang

Next generation radio telescopes will require orders of magnitude more computing power to provide a view of the universe with greater sensitivity. In the initial stages of the signal processing flow of a radio telescope, signal correlation…

Instrumentation and Methods for Astrophysics · Physics 2013-05-27 Ruonan Wang , Christopher Harris

Long-context understanding has emerged as a critical capability for large language models (LLMs). However, evaluating this ability remains challenging. We present SCALAR, a benchmark designed to assess citation-grounded long-context…

Computation and Language · Computer Science 2026-01-23 Renxi Wang , Honglin Mu , Liqun Ma , Lizhi Lin , Yunlong Feng , Timothy Baldwin , Xudong Han , Haonan Li

We present Swallow, a scalable many-core architecture, with a current configuration of 480 x 32-bit processors. Swallow is an open-source architecture, designed from the ground up to deliver scalable increases in usable computational power…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-04-27 Simon J. Hollis , Steve Kerrison

Machine learning techniques have been widely applied in Internet companies for various tasks, acting as an essential driving force, and feature engineering has been generally recognized as a crucial tache when constructing machine learning…

Machine Learning · Computer Science 2020-03-10 Qitao Shi , Ya-Lin Zhang , Longfei Li , Xinxing Yang , Meng Li , Jun Zhou

Computation of the large sparse matrix exponential has been an important topic in many fields, such as network and finite-element analysis. The existing scaling and squaring algorithm (SSA) is not suitable for the computation of the large…

Numerical Analysis · Mathematics 2021-10-12 Feng Wu , Kailing Zhang , Li Zhu , Jiayao Hu

Exascale computing will feature novel and potentially disruptive hardware architectures. Exploiting these to their full potential is non-trivial. Numerical modelling frameworks involving finite difference methods are currently limited by…

Mathematical Software · Computer Science 2016-12-06 Christian T. Jacobs , Satya P. Jammy , Neil D. Sandham

Index structures are important for efficient data access, which have been widely used to improve the performance in many in-memory systems. Due to high in-memory overheads, traditional index structures become difficult to process the…

Databases · Computer Science 2019-05-16 Pengfei Li , Yu Hua , Pengfei Zuo , Jingnan Jia

Test-time scaling has emerged as a powerful paradigm for enhancing the reasoning capabilities of large language models (LLMs) by allocating additional computational resources during inference. However, this paradigm is inherently…

Computation and Language · Computer Science 2025-09-08 Shengyin Sun , Yiming Li , Xing Li , Yingzhao Lian , Weizhe Lin , Hui-Ling Zhen , Zhiyuan Yang , Chen Chen , Xianzhi Yu , Mingxuan Yuan , Chen Ma

The Scalable Systems Laboratory (SSL), part of the IRIS-HEP Software Institute, provides Institute participants and HEP software developers generally with a means to transition their R&D from conceptual toys to testbeds to production-scale…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-02-03 Robert Gardner , Lincoln Bryant , Mark Neubauer , Frank Wuerthwein , Judith Stephen , Andrew Chien

Metagenomics is the study of environments through genetic sampling of their microbiota. Metagenomic studies produce large datasets that are estimated to grow at a faster rate than the available computational capacity. A key step in the…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-10-04 Freddie Sunarso , Srikumar Venugopal , Federico Lauro

With the rapid progress of multimodal large language models (MLLMs), AI already performs well at literature retrieval and certain reasoning tasks, serving as a capable assistant to human researchers, yet it remains far from autonomous…

Artificial Intelligence · Computer Science 2026-03-31 Rongjin Li , Zichen Tang , Xianghe Wang , Xinyi Hu , Zhengyu Wang , Zhengyu Lu , Yiling Huang , Jiayuan Chen , Weisheng Tan , Jiacheng Liu , Zhongjun Yang , Haihong E