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Node and link churn in multi-party, cross-region clusters over wide-area networks (WANs) often disrupts distributed training. However, checkpoint-based recovery and cloud-centric autoscaling react slowly and assume centralized control,…

分布式、并行与集群计算 · 计算机科学 2025-09-16 Wenjiao Feng , Rongxing Xiao , Zonghang Li , Hongfang Yu , Gang Sun , Long Luo , Mohsen Guizani , Qirong Ho , Steve Liu

The growth of Large Language Model (LLM) technology has raised expectations for automated coding. However, software engineering is more than coding and is concerned with activities including maintenance and evolution of a project. In this…

软件工程 · 计算机科学 2025-12-09 Leonhard Applis , Yuntong Zhang , Shanchao Liang , Nan Jiang , Lin Tan , Abhik Roychoudhury

Large Language Models (LLMs) have revolutionized natural language interaction with data. The "holy grail" of data analytics is to build autonomous Data Agents that can self-drive complex data analysis workflows. However, current…

数据库 · 计算机科学 2026-04-01 Boyan Li , Yiran Peng , Yupeng Xie , Sirong Lu , Yizhang Zhu , Xing Mu , Xinyu Liu , Yuyu Luo

Iterative industrial design-simulation optimization is bottlenecked by the CAD-CAE semantic gap: translating simulation feedback into valid geometric edits under diverse, coupled constraints. To fill this gap, we propose COSMO-Agent…

人工智能 · 计算机科学 2026-04-08 Liyuan Deng , Shujian Deng , Yongkang Chen , Yongkang Dai , Zhihang Zhong , Linyang Li , Xiao Sun , Yilei Shi , Huaxi Huang

This work studies Complex Event Recognition (CER) under time constraints regarding its query language, computational models, and streaming evaluation algorithms. We start by introducing an extension of Complex Event Logic (CEL), called…

数据库 · 计算机科学 2025-04-02 Julián García , Cristian Riveros

Large language models (LLMs) are beginning to reshape how chemists plan and run reactions in organic synthesis. Trained on millions of reported transformations, these text-based models can propose synthetic routes, forecast reaction…

人工智能 · 计算机科学 2025-08-08 Kartar Kumar Lohana Tharwani , Rajesh Kumar , Sumita , Numan Ahmed , Yong Tang

By conditioning on natural language instructions, large language models (LLMs) have displayed impressive capabilities as general-purpose computers. However, task performance depends significantly on the quality of the prompt used to steer…

机器学习 · 计算机科学 2023-03-13 Yongchao Zhou , Andrei Ioan Muresanu , Ziwen Han , Keiran Paster , Silviu Pitis , Harris Chan , Jimmy Ba

This paper presents a comprehensive investigation into the capability of Large Language Models (LLMs) to successfully complete a semester-long undergraduate control systems course. Through evaluation of 115 course deliverables, we assess…

计算机与社会 · 计算机科学 2025-05-19 Gokul Puthumanaillam , Timothy Bretl , Melkior Ornik

While recent AI-for-math has made strides in pure mathematics, areas of applied mathematics, particularly PDEs, remain underexplored despite their significant real-world applications. We present PDE-Controller, a framework that enables…

机器学习 · 计算机科学 2025-06-12 Mauricio Soroco , Jialin Song , Mengzhou Xia , Kye Emond , Weiran Sun , Wuyang Chen

Large Language Models (LLMs) have emerged as powerful tools capable of understanding and generating human-like text, offering transformative potential across diverse domains. The Security Operations Center (SOC), responsible for…

密码学与安全 · 计算机科学 2025-09-23 Ali Habibzadeh , Farid Feyzi , Reza Ebrahimi Atani

Humanoid robots have achieved impressive locomotion performance, yet contact-rich and long-horizon manipulation remains a major bottleneck. Manipulation is inherently contact-rich and demands compliant whole-body control for stable…

机器人学 · 计算机科学 2026-05-20 Xinyuan Luo , Xingrui Chen , Xunjian Yin , Hongxuan Wu , Boxi Xia , Zhuoqun Chen , Jinzhou Li , Boyuan Chen , Xianyi Cheng

Large Language Models (LLMs) have demonstrated remarkable capabilities across a wide range of natural language processing and reasoning tasks. However, their performance in the foundational domain of arithmetic remains unsatisfactory. When…

人工智能 · 计算机科学 2024-10-11 Junyu Lai , Jiahe Xu , Yao Yang , Yunpeng Huang , Chun Cao , Jingwei Xu

Large language models (LLMs) have shown amazing capabilities in knowledge memorization and the present. However, when it comes to domain-specific knowledge and downstream tasks like medical, general LLMs are often unable to give precise…

计算与语言 · 计算机科学 2024-06-06 Maojun Sun

Bayesian optimization (BO) is a powerful tool for scientific discovery in chemistry, yet its efficiency is often hampered by the sparse experimental data and vast search space. Here, we introduce ChemBOMAS: a large language model…

Distributed control systems (DCS) manage the automation for many industrial production processes (e.g., power plants, chemical refineries, steel mills). Programming the software for such systems remains a largely manual and tedious process,…

Evaluating production LLM responses and routing requests across providers in LLM gateways requires fine-grained quality signals and operationally grounded decisions. To address this gap, we present SEAR, a schema-based evaluation and…

数据库 · 计算机科学 2026-03-31 Zecheng Zhang , Han Zheng , Yue Xu

Process Execution Engines are a vital part of Business Process Management (BPM) and Manufacturing Orchestration Management (MOM), as they allow the business or manufacturing logic (expressed in a graphical notation such as BPMN) to be…

其他计算机科学 · 计算机科学 2022-09-20 Juergen Mangler , Stefanie Rinderle-Ma

Ensuring the reliability of Large Language Models (LLMs) in complex reasoning tasks remains a formidable challenge, particularly in scenarios that demand precise mathematical calculations and knowledge-intensive open-domain generation. In…

机器学习 · 计算机科学 2025-05-27 Ali Razghandi , Seyed Mohammad Hadi Hosseini , Mahdieh Soleymani Baghshah

Chemical reaction engineering is key to industrial might and sustainable chemistry. This will be enabled using smart, efficient catalysts or catalysis ecosystems. This is possible with advanced artificial intelligence and machine learning…

化学物理 · 物理学 2026-03-09 Rigoberto Advincula , Jihua Chen

Large Language Models (LLMs) have become a cornerstone of AI, driving progress across diverse domains such as content creation, search and recommendation systems, and AI-assisted workflows. To alleviate extreme training costs and advancing…

分布式、并行与集群计算 · 计算机科学 2026-03-09 Hanfei Yu , Bei Ouyang , Shwai He , Ang Li , Hao Wang
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