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A pervasive problem in Data Science is that the knowledge generated by possibly expensive analytics processes is subject to decay over time, as the data used to compute it drifts, the algorithms used in the processes are improved, and the…

Databases · Computer Science 2016-10-18 Paolo Missier , Jacek Cala , Maisha Rathi

Large Language Model (LLM)-based agent systems are increasingly used for scientific tasks, yet their practical capability remains constrained by the narrow scope of manually curated tools they can invoke. Much scientific computational…

Software Engineering · Computer Science 2026-05-11 Shimin Di , Xujie Yuan , Hanghui Guo , Chaoqian Ouyang , Yongxu Liu , Ling Yue , Zhangze Chen , Libin Zheng , Jia Zhu , Shaowu Pan , Jian Yin , Yong Rui , Min-Ling Zhang

Passage retrieval is a fundamental task in many information systems, such as web search and question answering, where both efficiency and effectiveness are critical concerns. In recent years, neural retrievers based on pre-trained language…

Information Retrieval · Computer Science 2024-03-21 Qian Dong , Yiding Liu , Qingyao Ai , Haitao Li , Shuaiqiang Wang , Yiqun Liu , Dawei Yin , Shaoping Ma

Classical erasure codes, e.g. Reed-Solomon codes, have been acknowledged as an efficient alternative to plain replication to reduce the storage overhead in reliable distributed storage systems. Yet, such codes experience high overhead…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-06-20 Anne-Marie Kermarrec , Erwan Le Merrer , Gilles Straub , Alexandre van Kempen

Retrieval-Augmented Generation (RAG) systems enhance the performance of large language models (LLMs) by incorporating supplementary retrieved documents, enabling more accurate and context-aware responses. However, integrating these external…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-25 Wenfeng Wang , Xiaofeng Hou , Peng Tang , Hengyi Zhou , Jing Wang , Xinkai Wang , Chao Li , Minyi Guo

Modern science clearly demands for a higher level of reproducibility and collaboration. To make research fully reproducible one has to take care of several aspects: research protocol description, data access, environment preservation,…

Computers and Society · Computer Science 2017-12-06 Andrey Ustyuzhanin , Timothy Daniel Head , Igor Babuschkin , Alexander Tiunov

Generative AI (GenAI) is reshaping software engineering by shifting development from manual coding toward agent-driven implementation. While vibe coding promises rapid prototyping, it often suffers from architectural drift, limited…

Software Engineering · Computer Science 2026-04-23 Petrus Lipsanen , Liisa Rannikko , François Christophe , Konsta Kalliokoski , Vlad Stirbu , Tommi Mikkonen

Large language models are increasingly used for code generation, but many generated programs fail to compile, a prerequisite for further correctness checks such as unit tests. Existing solutions for repairing static errors are costly in…

Software Engineering · Computer Science 2026-05-18 Alexander Du , Jianjun Ou , Danyang Zhuo , Matthew Lentz

Large Language Models have shown strong capabilities in complex problem solving, yet many agentic systems remain difficult to interpret and control due to opaque internal workflows. While some frameworks offer explicit architectures for…

Artificial Intelligence · Computer Science 2026-05-05 Ruijie Shi , Houbin Zhang , Yuecheng Han , Yuheng Wang , Jingru Fan , Runde Yang , Yufan Dang , Huatao Li , Dewen Liu , Yuan Cheng , Chen Qian

We present WinT3R, a feed-forward reconstruction model capable of online prediction of precise camera poses and high-quality point maps. Previous methods suffer from a trade-off between reconstruction quality and real-time performance. To…

Computer Vision and Pattern Recognition · Computer Science 2025-09-08 Zizun Li , Jianjun Zhou , Yifan Wang , Haoyu Guo , Wenzheng Chang , Yang Zhou , Haoyi Zhu , Junyi Chen , Chunhua Shen , Tong He

The conventional Retrieval-Augmented Generation (RAG) paradigm of injecting raw retrieved texts into the Large Language Model (LLM)'s context often results in suboptimal integration of retrieved information. This paper proposes to bridge…

Computation and Language · Computer Science 2026-05-05 Sangkwon Park , Donghun Kang , Jisoo Mok , Sungroh Yoon

Evolutionary model merging enables the creation of high-performing multi-task models but remains computationally prohibitive for consumer hardware. We introduce MERGE$^3$, an efficient framework that makes evolutionary merging feasible on a…

Neural and Evolutionary Computing · Computer Science 2025-05-12 Tommaso Mencattini , Adrian Robert Minut , Donato Crisostomi , Andrea Santilli , Emanuele Rodolà

Over the past decade, modern code review (MCR) has been established as a cornerstone of software quality assurance and a vital channel for knowledge transfer within development teams. However, the manual inspection of increasingly complex…

Software Engineering · Computer Science 2026-03-03 Zezhou Yang , Cuiyun Gao , Zhaoqiang Guo , Zhenhao Li , Kui Liu , Xin Xia , Yuming Zhou

OrbWeaver, an automatic knowledge extraction system paired with a human interface, streamlines the use of unintuitive natural language processing software for modeling systems from their documentation. OrbWeaver enables the indirect…

Human-Computer Interaction · Computer Science 2021-04-12 Steve Schmidt , Denley Lam , Patrick Hayden

Scientific workflow management systems offer features for composing complex computational pipelines from modular building blocks, for executing the resulting automated workflows, and for recording the provenance of data products resulting…

We present Pow3r, a novel large 3D vision regression model that is highly versatile in the input modalities it accepts. Unlike previous feed-forward models that lack any mechanism to exploit known camera or scene priors at test time, Pow3r…

Computer Vision and Pattern Recognition · Computer Science 2025-03-24 Wonbong Jang , Philippe Weinzaepfel , Vincent Leroy , Lourdes Agapito , Jerome Revaud

Quantifying the workplace productivity effects of Generative Artificial Intelligence is now central to economics, management, and public policy. The deployment of AI tools in customer service, writing, software development, and consulting…

Computers and Society · Computer Science 2026-05-27 Silvia Bartolucci , Pierpaolo Vivo

Introduction: Requirements engineering faces challenges due to the handling of increasingly complex software systems. These challenges can be addressed using generative AI. Given that GenAI based RE has not been systematically analyzed in…

Software Engineering · Computer Science 2025-11-11 Haowei Cheng , Jati H. Husen , Yijun Lu , Teeradaj Racharak , Nobukazu Yoshioka , Naoyasu Ubayashi , Hironori Washizaki

Generative Artificial Intelligence (GenAI) rapidly transforms software engineering, yet existing research remains fragmented across individual tasks in the Software Development Lifecycle. This study integrates a systematic literature review…

Software Engineering · Computer Science 2026-03-19 Vincent Gurgul , Robin Gubela , Stefan Lessmann

In this paper, we propose a Rectified Flow Auto Coder (RAC) inspired by Rectified Flow to replace the traditional VAE: 1. It achieves multi-step decoding by applying the decoder to flow timesteps. Its decoding path is straight and…

Computer Vision and Pattern Recognition · Computer Science 2026-03-09 Sen Fang , Yalin Feng , Yanxin Zhang , Dimitris N. Metaxas
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