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With the increasing computational capability of mobile devices, deploying agentic retrieval-augmented generation (RAG) locally on heterogeneous System-on-Chips (SoCs) has become a promising way to enhance LLM-based applications. However,…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-03 Maoliang Li , Jiayu Chen , Zihao Zheng , Ziqian Li , Xinhao Sun , Guojie Luo , Chenchen Liu , Xiang Chen

Program synthesis -- the automatic generation of code given a specification -- is one of the most fundamental tasks in artificial intelligence (AI) and the dream of many programmers. Numerous synthesizers have been developed for program…

This work describes the setup of an advanced technical infrastructure for collaborative software development (CDE) in large, distributed projects based on GitLab. We present its customization and extension, additional features and processes…

Software Engineering · Computer Science 2023-08-10 Felix Bach , Jochen Klar , Axel Loewe , Jorge Sánchez , Gunnar Seemann , Yung-Lin Huang , Robert Ulrich

Software quality is an important problem for technology companies, since it substantially impacts the efficiency, usefulness, and maintainability of the final product; hence, code review is a must-do activity for software developers. During…

Social and Information Networks · Computer Science 2022-10-11 Abduljaleel Al-Rubaye , Gita Sukthankar

Popular (re)use of third-party open-source software (OSS) is evidence of the impact of hosting repositories like maven on software development today. Updating libraries is crucial, with recent studies highlighting the associated…

Software Engineering · Computer Science 2017-09-15 Raula Gaikovina Kula , Coen De Roover , Daniel M. German , Takashi Ishio , Katsuro Inoue

Background. The development of empirical studies in software engineering mainly relies on the data available on code hosting platforms, being GitHub the most representative. Nevertheless, in the last years, the emergence of Machine Learning…

Software Engineering · Computer Science 2023-07-28 Adem Ait , Javier Luis Cánovas Izquierdo , Jordi Cabot

Bug reports provide critical insights into software quality, yet existing datasets often suffer from limited scope, outdated content, or insufficient metadata for machine learning. To address these limitations, we present GitBugs-a…

Software Engineering · Computer Science 2026-04-30 Avinash Patil , Siru Tao , Aryan Jadon

Blockchain is maintained as a global log between a network of nodes and uses cryptographic distributed protocols to synchronize the updates. As adopted by Bitcoin and Ethereum these update operations to the ledger are serialized, and…

Cryptography and Security · Computer Science 2019-10-25 Himanshu Gupta , Dharanipragada Janakiram

Retrieval-Augmented Generation (RAG) has established itself as the standard paradigm for grounding Large Language Models (LLMs) in domain-specific, up-to-date data. However, the prevailing architecture for RAG has evolved into a complex,…

Information Retrieval · Computer Science 2026-02-27 Ahmed Bin Khalid

Tool-augmented language models can extend small language models with external executable skills, but scaling the tool library creates a coupled challenge: the library must evolve with the planner as new reusable subroutines emerge, while…

Artificial Intelligence · Computer Science 2026-05-12 Ziyang Yu , Qiyue Li , Liang Zhao

Traditionally, designs are written in Verilog hardware description language (HDL) and debugged by hardware engineers. While this approach is effective, it is time-consuming and error-prone for complex designs. Large language models (LLMs)…

Programming Languages · Computer Science 2024-06-06 Shailja Thakur , Jason Blocklove , Hammond Pearce , Benjamin Tan , Siddharth Garg , Ramesh Karri

Recent advances in large language models (LLMs) have significantly improved automated code generation. While existing approaches have achieved strong performance at the function and file levels, real-world software engineering requires…

Software Engineering · Computer Science 2026-05-21 Yicheng Tao , Yuante Li , Yao Qin , Yepang Liu

We present a solution for research data version control and machine-actionable reproducibility of data processing for High Performance Computing (HPC) environments and the SLURM batch scheduler. Both aspects are important for research data…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-29 Andreas Knüpfer , Timothy J. Callow

RSL-RL is an open-source Reinforcement Learning library tailored to the specific needs of the robotics community. Unlike broad general-purpose frameworks, its design philosophy prioritizes a compact and easily modifiable codebase, allowing…

Robotics · Computer Science 2025-09-16 Clemens Schwarke , Mayank Mittal , Nikita Rudin , David Hoeller , Marco Hutter

Evaluation is a key part of machine learning (ML), yet there is a lack of support and tooling to enable its informed and systematic practice. We introduce Evaluate and Evaluation on the Hub --a set of tools to facilitate the evaluation of…

Open-source development has revolutionized the software industry by promoting collaboration, transparency, and community-driven innovation. Today, a vast amount of various kinds of open-source software, which form networks of repositories,…

Software Engineering · Computer Science 2024-03-12 Yen-Trang Dang , Thanh-Le Cong , Phuc-Thanh Nguyen , Anh M. T. Bui , Phuong T. Nguyen , Bach Le , Quyet-Thang Huynh

Despite concrete indicators and targets, monitoring the progress of the UN Sustainable Development Goals (SDGs) remains a challenge, given the many different actors, initiatives, and institutions involved. OSDG, an open-source…

In order to understand the state and evolution of the entirety of open source software we need to get a handle on the set of distinct software projects. Most of open source projects presently utilize Git, which is a distributed version…

Social and Information Networks · Computer Science 2020-04-07 Audris Mockus , Diomidis Spinellis , Zoe Kotti , Gabriel John Dusing

With the development of Internet of Things (IoT) and communication technology, the number of next-generation IoT devices has increased explosively, and the delay requirement for content requests is becoming progressively higher.…

Networking and Internet Architecture · Computer Science 2019-10-31 Yixue Hao , Miao Li , Di Wu , Min Chen , Mohammad Mehedi Hassan , Giancarlo Fortino

The rapidly evolving fields of Machine Learning (ML) and Artificial Intelligence have witnessed the emergence of platforms like Hugging Face (HF) as central hubs for model development and sharing. This experience report synthesizes insights…

Software Engineering · Computer Science 2024-02-13 Joel Castaño , Silverio Martínez-Fernández , Xavier Franch