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AI agents that take actions in their environment autonomously over extended time horizons require robust governance interventions to curb their potentially consequential risks. Prior proposals for governing AI agents primarily target…

计算机与社会 · 计算机科学 2025-12-02 K. J. Kevin Feng , Tae Soo Kim , Rock Yuren Pang , Faria Huq , Tal August , Amy X. Zhang

Agentic systems are becoming more capable: agents define strategies, take actions, and interact with different environments. This autonomy poses serious challenges for overseeing and assessing agent behavior. Most current tools are limited,…

计算与语言 · 计算机科学 2026-05-22 Asaf Yehudai , Lilach Eden , Michal Shmueli-Scheuer

LLM-based software engineering is influencing modern software development. In addition to correctness, prior studies have also examined the performance of software artifacts generated by AI agents. However, it is unclear how exactly the…

软件工程 · 计算机科学 2026-01-01 Md Nahidul Islam Opu , Shahidul Islam , Muhammad Asaduzzaman , Shaiful Chowdhury

Recent advances in large language models, tool-using agents, and financial machine learning are shifting financial automation from isolated prediction tasks to integrated decision systems that can perceive information, reason over…

综合金融 · 定量金融 2026-04-23 Hui Gong

Large Language Model (LLM) agents represent a promising shift in human-AI interaction, moving beyond passive prompt-response systems to autonomous agents capable of reasoning, planning, and goal-directed action. While LLM agents are…

This work proposes an agentic, intent-driven end-to-end (E2E) orchestration framework that integrates intent co-creation with a Test-Driven Quality Assurance paradigm. In this framework, autonomous agents iteratively refine a user's initial…

网络与互联网体系结构 · 计算机科学 2026-04-28 Christos Tranoris , Besiana Agko , Kostis Trantzas , Irene Denazi

Agentic AI networking (AgentNet) is a novel AI-native networking paradigm that relies on a large number of specialized AI agents to collaborate and coordinate for autonomous decision-making, dynamic environmental adaptation, and complex…

人工智能 · 计算机科学 2025-05-27 Yong Xiao , Haoran Zhou , Xubo Li , Yayu Gao , Guangming Shi , Ping Zhang

To support practitioners in understanding how agentic systems are designed in real-world industrial practice, we present a review of practitioner conference talks on AI agents. We analyzed 138 recorded talks to examine how companies adopt…

软件工程 · 计算机科学 2026-04-02 Ruoyu Su , Matteo Esposito , Roberta Capuano , Rafiullah Omar , June Sallou , Henry Muccini , Davide Taibi

Autonomous agents powered by Large Language Models are transforming AI, creating an imperative for the visualization field to embrace agentic frameworks. However, our field's focus on a human in the sensemaking loop raises critical…

人机交互 · 计算机科学 2025-09-17 Vaishali Dhanoa , Anton Wolter , Gabriela Molina León , Hans-Jörg Schulz , Niklas Elmqvist

The emergence of sixth-generation networks heralds an intelligent communication ecosystem driven by the rapid proliferation of intelligent services and increasingly complex communication scenarios. However, current physical-layer…

人机交互 · 计算机科学 2026-04-06 Zhaoyang Li , Shangzhuo Xie , Qianqian Yang

Agentic AI systems present both significant opportunities and novel risks due to their capacity for autonomous action, encompassing tasks such as code execution, internet interaction, and file modification. This poses considerable…

人工智能 · 计算机科学 2025-12-30 Shaun Khoo , Jessica Foo , Roy Ka-Wei Lee

Extracting actionable insights from complex value stream map simulations can be challenging, time-consuming, and error-prone. Recent advances in large language models offer new avenues to support users with this task. While existing…

计算与语言 · 计算机科学 2026-04-15 Micha Selak , Dirk Krechel , Adrian Ulges , Sven Spieckermann , Niklas Stoehr , Andreas Loehr

Future wireless communication networks are in a position to move beyond data-centric, device-oriented connectivity and offer intelligent, immersive experiences based on multi-agent collaboration, especially in the context of the thriving…

AI agents have recently shown significant promise in software engineering. Much public attention has been transfixed on the topic of code generation from Large Language Models (LLMs) via a prompt. However, software engineering is much more…

软件工程 · 计算机科学 2025-09-23 Abhik Roychoudhury

The transition from monolithic language models to modular, skill-equipped agents marks a defining shift in how large language models (LLMs) are deployed in practice. Rather than encoding all procedural knowledge within model weights, agent…

多智能体系统 · 计算机科学 2026-02-18 Renjun Xu , Yang Yan

The emergence of Large Language Models (LLMs) has ushered in a transformative paradigm in artificial intelligence, Agentic AI, where intelligent agents exhibit goal-directed autonomy, contextual reasoning, and dynamic multi-agent…

人工智能 · 计算机科学 2025-08-15 Hana Derouiche , Zaki Brahmi , Haithem Mazeni

Telecommunication networks are increasingly expected to operate autonomously while supporting heterogeneous services with diverse and often conflicting intents -- that is, performance objectives, constraints, and requirements specific to…

机器学习 · 计算机科学 2026-02-03 Burak Demirel , Pablo Soldati , Yu Wang

Agent-based modeling and simulation has evolved as a powerful tool for modeling complex systems, offering insights into emergent behaviors and interactions among diverse agents. Integrating large language models into agent-based modeling…

人工智能 · 计算机科学 2023-12-20 Chen Gao , Xiaochong Lan , Nian Li , Yuan Yuan , Jingtao Ding , Zhilun Zhou , Fengli Xu , Yong Li

Artificial Intelligence (AI) agents have rapidly evolved from specialized, rule-based programs to versatile, learning-driven autonomous systems capable of perception, reasoning, and action in complex environments. The explosion of data,…

Fog and edge computing require adaptive control schemes that can handle partial observability, severe latency requirements, and dynamically changing workloads. Recent research on Agentic AI (AAI) increasingly integrates reasoning systems…

分布式、并行与集群计算 · 计算机科学 2026-01-29 Saeed Akbar , Muhammad Waqas , Rahmat Ullah