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As the capability frontier of autonomous agents continues to expand, they are increasingly able to complete specialized tasks through plug-and-play external skills. Yet current benchmarks mostly test whether models can use provided skills,…

Artificial Intelligence · Computer Science 2026-04-21 Ziao Zhang , Kou Shi , Shiting Huang , Avery Nie , Yu Zeng , Yiming Zhao , Zhen Fang , Qishen Su , Haibo Qiu , Wei Yang , Qingnan Ren , Shun Zou , Wenxuan Huang , Lin Chen , Zehui Chen , Feng Zhao

Reusable skills let LLM agents package task-specific procedures, tool affordances, and execution guidance into modular building blocks. As skill ecosystems grow to tens of thousands of entries, exposing every skill at inference time becomes…

Machine Learning · Computer Science 2026-04-02 YanZhao Zheng , ZhenTao Zhang , Chao Ma , YuanQiang Yu , JiHuai Zhu , Yong Wu , Tianze Xu , Baohua Dong , Hangcheng Zhu , Ruohui Huang , Gang Yu

The utilization of artificial intelligence (AI) applications has experienced tremendous growth in recent years, bringing forth numerous benefits and conveniences. However, this expansion has also provoked ethical concerns, such as privacy…

Tool use has turned large language models (LLMs) into powerful agents that can perform complex multi-step tasks by dynamically utilising external software components. However, these tools must be implemented in advance by human developers,…

Computation and Language · Computer Science 2025-06-02 Georg Wölflein , Dyke Ferber , Daniel Truhn , Ognjen Arandjelović , Jakob Nikolas Kather

The rapid integration of AI-powered coding assistants into developer workflows has raised significant privacy and trust concerns. As developers entrust proprietary code to services like OpenAI's GPT, Google's Gemini, and GitHub Copilot, the…

Cryptography and Security · Computer Science 2025-09-26 Amir AL-Maamari

To improve user experience, Alexa now allows users to consent to data sharing via voice rather than directing them to the companion smartphone app. While verbal consent mechanisms for voice assistants (VAs) can increase usability, they can…

Human-Computer Interaction · Computer Science 2023-01-20 William Seymour , Mark Cote , Jose Such

Conversational assistants process personal data and must comply with data protection regulations that require providers to be transparent with users about how their data is handled. Transparency, in a legal sense, demands preciseness,…

Human-Computer Interaction · Computer Science 2025-02-04 Anna Leschanowsky , Farnaz Salamatjoo , Zahra Kolagar , Birgit Popp

Ensuring content compliance with community guidelines is crucial for maintaining healthy online social environments. However, traditional human-based compliance checking struggles with scaling due to the increasing volume of user-generated…

Computers and Society · Computer Science 2024-09-16 Lucio La Cava , Andrea Tagarelli

Software development is iterative, yet agentic coding benchmarks hide design issues through their single-shot setup. Recent iterative benchmarks attempt to remedy this but heavily constrain an agent's design decision space, making it…

Although the use of pay-per-click mechanisms stimulates the prosperity of the mobile advertisement network, fraudulent ad clicks result in huge financial losses for advertisers. Extensive studies identify click fraud according to…

Cryptography and Security · Computer Science 2021-09-16 Tong Zhu , Yan Meng , Haotian Hu , Xiaokuan Zhang , Minhui Xue , Haojin Zhu

Voice assistants have become quite popular lately while in parallel they are an important part of smarthome systems. Through their voice assistants, users can perform various tasks, control other devices and enjoy third party services. The…

Cryptography and Security · Computer Science 2021-09-06 Georgios Germanos , Dimitris Kavallieros , Nicholas Kolokotronis , Nikolaos Georgiou

Agent skills extend large language model (LLM) agents with reusable, program-like modules that define triggering conditions, procedural logic, and tool interactions. As these skills proliferate in public marketplaces, it is unclear what…

Software Engineering · Computer Science 2026-02-10 George Ling , Shanshan Zhong , Richard Huang

Agent Skills, structured packages of procedural knowledge loaded into an LLM agent at inference time, are widely reported to improve task pass rates by an average of 16.2~percentage points across diverse domains. Yet the same benchmarks…

Artificial Intelligence · Computer Science 2026-05-26 Samuel Jacob Chacko , James Hugglestone , Chashi Mahiul Islam , Xiuwen Liu

Large language models (LLMs) are now an integral part of software development workflows and are reshaping the whole process. Traditional technology stack selection has not caught up. Most of the existing selection methods focus solely on…

Software Engineering · Computer Science 2025-09-16 Xiaoyu Zhang , Weipeng Jiang , Juan Zhai , Shiqing Ma , Qingshuang Bao , Chenhao Lin , Chao Shen , Tianlin Li , Yang Liu

As autonomous coding agents become capable of handling increasingly long-horizon tasks, they have gradually demonstrated the potential to complete end-to-end software development. Although existing benchmarks have recently evolved from…

Software Engineering · Computer Science 2026-05-19 Qingnan Ren , Shun Zou , Shiting Huang , Ziao Zhang , Kou Shi , Zhen Fang , Yiming Zhao , Yu Zeng , Qisheng Su , Lin Chen , Yong Wang , Zehui Chen , Xiangxiang Chu , Feng Zhao

We present a new challenge to examine whether large language models understand social norms. In contrast to existing datasets, our dataset requires a fundamental understanding of social norms to solve. Our dataset features the largest set…

Computation and Language · Computer Science 2024-05-24 Ye Yuan , Kexin Tang , Jianhao Shen , Ming Zhang , Chenguang Wang

Privacy policies serve as the primary conduit through which online service providers inform users about their data collection and usage procedures. However, in a bid to be comprehensive and mitigate legal risks, these policy documents are…

Computation and Language · Computer Science 2023-09-20 Chenhao Tang , Zhengliang Liu , Chong Ma , Zihao Wu , Yiwei Li , Wei Liu , Dajiang Zhu , Quanzheng Li , Xiang Li , Tianming Liu , Lei Fan

Background: Agent skills are increasingly deployed as modular, reusable capability units in AI agent systems. Medical research agent skills require safeguards beyond general-purpose evaluation, including scientific integrity, methodological…

Artificial Intelligence · Computer Science 2026-04-23 Yingyong Hou , Xinyuan Lao , Huimei Wang , Qianyu Yao , Wei Chen , Bocheng Huang , Fei Sun , Yuxian Lv , Weiqi Lei , Xueqian Wen , Pengfei Xia , Zhujun Tan , Shengyang Xie

Large language model (LLM) agents increasingly rely on skills to package reusable capabilities through instructions, tools, and resources. High-quality skills embed expert knowledge, curated workflows, and execution constraints into agents,…

Cryptography and Security · Computer Science 2026-04-28 Zihan Wang , Rui Zhang , Yu Liu , Chi Liu , Qingchuan Zhao , Hongwei Li , Guowen Xu

Real-world language agents must handle complex, multi-step workflows across diverse Apps. For instance, an agent may manage emails by coordinating with calendars and file systems, or monitor a production database to detect anomalies and…

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