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Artificial intelligence is increasingly embedded in human decision making. In some cases, it enhances human reasoning. In others, it fosters excessive cognitive dependence. This paper introduces a conceptual and mathematical framework to…

人机交互 · 计算机科学 2026-04-24 Eduardo Di Santi

Multi-agent systems built on large language models (LLMs) require many coordination choices that are difficult to fix a priori: which skill protocol to invoke, which agent role should perform a subtask, which model to bind to each role, how…

多智能体系统 · 计算机科学 2026-05-28 Nicole Koenigstein

The autonomy and contextual complexity of LLM-based agents render traditional access control (AC) mechanisms insufficient. Static, rule-based systems designed for predictable environments are fundamentally ill-equipped to manage the dynamic…

多智能体系统 · 计算机科学 2025-10-21 Xinfeng Li , Dong Huang , Jie Li , Hongyi Cai , Zhenhong Zhou , Wei Dong , XiaoFeng Wang , Yang Liu

Coding agents represent a new paradigm in automated software engineering, combining the reasoning capabilities of Large Language Models (LLMs) with tool-augmented interaction loops. However, coding agents still have severe limitations.…

软件工程 · 计算机科学 2026-04-06 Tural Mehtiyev , Wesley Assunção

The rise of Agent AI and Large Language Model-powered Multi-Agent Systems (LLM-MAS) has underscored the need for responsible and dependable system operation. Tools like LangChain and Retrieval-Augmented Generation have expanded LLM…

多智能体系统 · 计算机科学 2025-02-05 Jinwei Hu , Yi Dong , Shuang Ao , Zhuoyun Li , Boxuan Wang , Lokesh Singh , Guangliang Cheng , Sarvapali D. Ramchurn , Xiaowei Huang

Critical infrastructure increasingly incorporates embodied AI for monitoring, predictive maintenance, and decision support. However, AI systems designed to handle statistically representable uncertainty struggle with cascading failures and…

人工智能 · 计算机科学 2026-03-18 Puneet Sharma , Christer Henrik Pursiainen

Agentic AI in software product development is increasingly adopted by organizations, yet the field lacks a consolidated synthesis of where adoption is mature, which architectural patterns dominate, and what limitations and coping mechanisms…

软件工程 · 计算机科学 2026-05-18 Spyridon Alvanakis Apostolou , Jan Bosch , Helena Holmström Olsson

Artificial intelligence systems are increasingly embedded as persistent, closed-loop components within cyber-physical, social, and institutional processes. Rather than producing isolated outputs, such systems operate continuously under…

系统与控制 · 电气工程与系统科学 2026-01-07 Otman Basir

Successfully attaining consensus in the absence of a centralized coordinator is a fundamental problem in distributed multi-agent systems. We analyze progress in the Synod consensus protocol -- which does not assume a unique leader -- under…

分布式、并行与集群计算 · 计算机科学 2021-03-29 Saswata Paul , Gul A. Agha , Stacy Patterson , Carlos A. Varela

Enterprise software engineering is shifting away from deterministic CRUD/REST architectures toward AI-native systems where large language models act as cognitive orchestrators. This transition introduces a critical security tension:…

密码学与安全 · 计算机科学 2026-04-29 Ignacio Peyrano

Algorithmic decision support is increasingly used in a whole array of different contexts and structures in various areas of society, influencing many people's lives. Its use raises questions, among others, about accountability, transparency…

计算机与社会 · 计算机科学 2022-06-24 Angelika Adensamer , Rita Gsenger , Lukas Daniel Klausner

Standard rational actor models often attribute cooperation failures in social dilemmas to insufficient incentives, overlooking the destabilizing effects of continuous utility maximization. To address this, we propose a framework of ``will"…

多智能体系统 · 计算机科学 2026-05-12 Yizhe Huang , Bin Ling , Song-Chun Zhu , Xue Feng

An agent must act on the situation before it, learn what it cannot yet represent, and model other agents well enough to coordinate. These faculties are usually realized by separate mechanisms, yet they share a failure mode: the situation…

神经元与认知 · 定量生物学 2026-05-26 Chainarong Amornbunchornvej

High-consequence decision making demands peak performance from individuals in positions of responsibility. Such executive authority bears the obligation to act despite uncertainty, limited resources, time constraints, and accountability…

计算机与社会 · 计算机科学 2026-04-23 Richard B. Arthur

This paper outlines a methodological approach for designing adaptive agents driving themselves near points of criticality. Using a synthetic approach we construct a conceptual model that, instead of specifying mechanistic requirements to…

适应与自组织系统 · 物理学 2017-12-14 Miguel Aguilera , Manuel G. Bedia

Recent advances in Large Language Models (LLMs) have enabled the development of increasingly complex agentic and multi-agent systems capable of planning, tool use and task decomposition. However, empirical evidence shows that many of these…

软件工程 · 计算机科学 2026-01-27 Maria Jesus Rodriguez-Sanchez , Manuel Noguera , Angel Ruiz-Zafra , Kawtar Benghazi

Evolving AI systems increasingly deploy multi-agent architectures where autonomous agents collaborate, share information, and delegate tasks through developing protocols. This connectivity, while powerful, introduces novel security risks.…

密码学与安全 · 计算机科学 2025-07-30 Gauri Sharma , Vidhi Kulkarni , Miles King , Ken Huang

Autonomous AI agents can remain fully authorized and still become unsafe as behavior drifts, adversaries adapt, and decision patterns shift without any code change. We propose the \textbf{Informational Viability Principle}: governing an…

人工智能 · 计算机科学 2026-04-28 German Marin , Jatin Chaudhary

Large language model (LLM) agents increasingly issue API calls that mutate real systems, yet many current architectures pass stochastic model outputs directly to execution layers. We argue that this coupling creates a safety risk because…

密码学与安全 · 计算机科学 2026-04-27 Jun He , Deying Yu

The advent of 6G networks is accelerating autonomy and intelligence in large-scale, decentralized multi-agent systems (MAS). While this evolution enables adaptive behavior, it also heightens vulnerability to stressors such as environmental…

多智能体系统 · 计算机科学 2026-01-13 Tamara Alshammari , Mehdi Bennis