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As multimodal large language models (MLLMs) advance, their large-scale architectures pose challenges for deployment in resource-constrained environments. In the age of large models, where energy efficiency, computational scalability and…

Computer Vision and Pattern Recognition · Computer Science 2025-09-11 Sike Xiang , Shuang Chen , Amir Atapour-Abarghouei

Grid infrastructures and computing environments have progressed significantly in the past few years. The vision of truly seamless Grid usage relies on runtime systems support that is cognizant of the operational issues underlying grid…

Computational Engineering, Finance, and Science · Computer Science 2007-05-23 Srinidhi Varadarajan , Naren Ramakrishnan

Increased complexity of network-based software solutions and the ever-rising number of concurrent users forced a shift of the IT industry to cloud computing. Conventional network software systems commonly based on monolithic application…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-01-31 M. Sipek , D. Muharemagic , B. Mihaljevic , A. Radovan

Urban transportation systems encounter diverse challenges across multiple tasks, such as traffic forecasting, electric vehicle (EV) charging demand prediction, and taxi dispatch. Existing approaches suffer from two key limitations:…

Computation and Language · Computer Science 2025-08-21 Jiaming Leng , Yunying Bi , Chuan Qin , Bing Yin , Yanyong Zhang , Chao Wang

Context: Software development tools should work and behave consistently across different programming languages, so that developers do not have to familiarize themselves with new tooling for new languages. Also, being able to combine…

Programming Languages · Computer Science 2018-03-28 Fabio Niephaus , Tim Felgentreff , Tobias Pape , Robert Hirschfeld , Marcel Taeumel

Large Language Models (LLMs) have demonstrated extraordinary performance across a broad array of applications, from traditional language processing tasks to interpreting structured sequences like time-series data. Yet, their effectiveness…

Databases · Computer Science 2023-07-18 Shuhao Zhang , Xianzhi Zeng , Yuhao Wu , Zhonghao Yang

In today's world of Web application development, programmers are commonly called upon to use the Hypertext Markup Language (HTML) as a programming language, something for which it was never intended and for which it is woefully inadequate.…

Software Engineering · Computer Science 2014-05-13 John Francisco , Victor Sadikov

Structured decoding enables large language models (LLMs) to generate outputs in formats required by downstream systems, such as HTML or JSON. However, existing methods suffer from efficiency bottlenecks due to grammar compilation, state…

Artificial Intelligence · Computer Science 2025-07-23 Ran Wang , Xiaoxuan Liu , Hao Ren , Gang Chen , Fanchao Qi , Maosong Sun

This is a position paper, submitted to the Future Online Analysis Platform Workshop (https://press3.mcs.anl.gov/futureplatform/), which argues that simple data analysis applications are common today, but future online supercomputing…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-02-27 Justin M Wozniak , Jonathan Ozik , Daniel S. Katz , Michael Wilde

WebAssembly enables near-native execution in web applications and is increasingly adopted for tasks that demand high performance and robust security. However, its assembly-like syntax, implicit stack machine, and low-level data types make…

Software Engineering · Computer Science 2024-06-10 Weike Fang , Zhejian Zhou , Junzhou He , Weihang Wang

TypeScript is a quickly evolving superset of JavaScript with active development of new features. Our paper seeks to understand how quickly these features are adopted by the developer community. Existing work in JavaScript shows the adoption…

Software Engineering · Computer Science 2023-03-20 Joshua D. Scarsbrook , Mark Utting , Ryan K. L. Ko

TensorFlow.js is a library for building and executing machine learning algorithms in JavaScript. TensorFlow.js models run in a web browser and in the Node.js environment. The library is part of the TensorFlow ecosystem, providing a set of…

In real-world scenarios, trusted execution environments (TEEs) frequently host applications that lack the trust of the infrastructure provider, as well as data owners who have specifically outsourced their data for remote processing. We…

Cryptography and Security · Computer Science 2023-12-15 Jämes Ménétrey , Marcelo Pasin , Pascal Felber , Valerio Schiavoni , Giovanni Mazzeo , Arne Hollum , Darshan Vaydia

Modularity is the fundamental aspect of modern software engineering, however many advanced modularity techniques requires prospective technologies as part of development and operation process. In this paper, we present Refinable Function,…

Programming Languages · Computer Science 2021-09-15 Hiun Kim

Most modern software systems (operating systems like Linux or Android, Web browsers like Firefox or Chrome, video encoders like ffmpeg, x264 or VLC, mobile and cloud applications, etc.) are highly-configurable. Hundreds of configuration…

Software Engineering · Computer Science 2019-06-10 Juliana Alves Pereira , Hugo Martin , Mathieu Acher , Jean-Marc Jézéquel , Goetz Botterweck , Anthony Ventresque

Binary code analysis is the foundation of crucial tasks in the security domain; thus building effective binary analysis techniques is more important than ever. Large language models (LLMs) although have brought impressive improvement to…

Software Engineering · Computer Science 2025-11-12 Nan Jiang , Chengxiao Wang , Kevin Liu , Xiangzhe Xu , Lin Tan , Xiangyu Zhang , Petr Babkin

Serverless computing at the edge requires lightweight execution environments to minimize cold start latency, especially in Urgent Edge Computing (UEC). This paper compares WebAssembly and unikernel-based MicroVMs for serverless workloads.…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-12 Valerio Besozzi , Enrico Fiasco , Marco Danelutto , Patrizio Dazzi

The advent of modern cloud services along with the huge volume of data produced on a daily basis, have set the demand for fast and efficient data processing. This demand is common among numerous application domains, such as deep learning,…

Machine Learning · Computer Science 2020-01-14 Athanasios Stratikopoulos , Juan Fumero , Zoran Sevarac , Christos Kotselidis

Large language models for code are advancing fast, yet our ability to evaluate them lags behind. Current benchmarks focus on narrow tasks and single metrics, which hide critical gaps in robustness, interpretability, fairness, efficiency,…

Cloud computing and the evolution of management methodologies such as Lean Management or Agile entail a profound transformation in both system construction and maintenance approaches. These practices are encompassed within the term…

Computation and Language · Computer Science 2023-11-03 Thibault Chanus , Michael Aubertin
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