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Recent advances in large language models have sparked growing interest in AI agents capable of solving complex, real-world tasks. However, most existing agent systems rely on manually crafted configurations that remain static after…

Artificial Intelligence · Computer Science 2025-09-03 Jinyuan Fang , Yanwen Peng , Xi Zhang , Yingxu Wang , Xinhao Yi , Guibin Zhang , Yi Xu , Bin Wu , Siwei Liu , Zihao Li , Zhaochun Ren , Nikos Aletras , Xi Wang , Han Zhou , Zaiqiao Meng

The "AI singularity" is often miscast as a monolithic, godlike mind. Evolution suggests a different path: intelligence is fundamentally plural, social, and relational. Recent advances in agentic AI reveal that frontier reasoning models,…

Artificial Intelligence · Computer Science 2026-03-24 James Evans , Benjamin Bratton , Blaise Agüera y Arcas

Artificial Intelligence (AI) started out with an ambition to reproduce the human mind, but, as the sheer scale of that ambition became manifest, it quickly retreated into either studying specialized intelligent behaviours, or proposing…

Artificial Intelligence · Computer Science 2021-06-17 Alexander Boer , Giovanni Sileno

The believable simulation of multi-user behavior is crucial for understanding complex social systems. Recently, large language models (LLMs)-based AI agents have made significant progress, enabling them to achieve human-like intelligence…

Artificial Intelligence · Computer Science 2024-12-16 Yijun Liu , Wu Liu , Xiaoyan Gu , Yong Rui , Xiaodong He , Yongdong Zhang

Current architectures for social agents are designed around some specific units of social behaviour that address particular challenges. Although their performance might be adequate for controlled environments, deploying these agents in the…

Artificial Intelligence · Computer Science 2022-05-09 Diogo Rato , Samuel Mascarenhas , Rui Prada

Effective human-AI collaboration for physical task completion has significant potential in both everyday activities and professional domains. AI agents equipped with informative guidance can enhance human performance, but evaluating such…

Computer Vision and Pattern Recognition · Computer Science 2025-07-25 Filippos Bellos , Yayuan Li , Cary Shu , Ruey Day , Jeffrey M. Siskind , Jason J. Corso

With the rapid development of artificial intelligence (AI) technology, socio-economic systems are entering a new stage of "human-AI co-creation." Building upon a previously established multi-level intelligent agent economic model, this…

Artificial Intelligence · Computer Science 2025-10-14 Yuxinyue Qian , Jun Liu

Diplomacy is one of the most sophisticated activities in human society, involving complex interactions among multiple parties that require skills in social reasoning, negotiation, and long-term strategic planning. Previous AI agents have…

Artificial Intelligence · Computer Science 2025-12-22 Zhenyu Guan , Xiangyu Kong , Fangwei Zhong , Yizhou Wang

Large language models (LLMs) are increasingly deployed in collaborative tasks involving multiple agents, forming an "AI agent society: where agents interact and influence one another. Whether such groups can spontaneously coordinate on…

Physics and Society · Physics 2025-04-16 Giordano De Marzo , Claudio Castellano , David Garcia

As more and more AI agents are used in practice, it is time to think about how to make these agents fully autonomous so that they can (1) learn by themselves continually in a self-motivated and self-initiated manner rather than being…

Artificial Intelligence · Computer Science 2023-04-21 Bing Liu , Sahisnu Mazumder , Eric Robertson , Scott Grigsby

Simulation agents are essential for designing and testing systems that interact with humans, such as autonomous vehicles (AVs). These agents serve various purposes, from benchmarking AV performance to stress-testing system limits, but all…

Artificial Intelligence · Computer Science 2025-05-21 Daphne Cornelisse , Aarav Pandya , Kevin Joseph , Joseph Suárez , Eugene Vinitsky

Traditionally, cognitive and computer scientists have viewed intelligence solipsistically, as a property of unitary agents devoid of social context. Given the success of contemporary learning algorithms, we argue that the bottleneck in…

Artificial Intelligence · Computer Science 2024-05-28 Edgar A. Duéñez-Guzmán , Suzanne Sadedin , Jane X. Wang , Kevin R. McKee , Joel Z. Leibo

While Agent-Based Models can create detailed artificial societies based on individual differences and local context, they can be computationally intensive. Modelers may offset these costs through a parsimonious use of the model, for example…

Artificial Intelligence · Computer Science 2024-09-04 Philippe J. Giabbanelli , Jack T. Beerman

In the context of humans operating with artificial or autonomous agents in a hybrid team, it is essential to accurately identify when to authorize those team members to perform actions. Given past examples where humans and autonomous…

Artificial Intelligence · Computer Science 2023-10-12 Andrew Fuchs , Andrea Passarella , Marco Conti

Neural MMO is a computationally accessible research platform that combines large agent populations, long time horizons, open-ended tasks, and modular game systems. Existing environments feature subsets of these properties, but Neural MMO is…

Machine Learning · Computer Science 2021-10-15 Joseph Suarez , Yilun Du , Clare Zhu , Igor Mordatch , Phillip Isola

Traditional interactive environments limit agents' intelligence growth with fixed tasks. Recently, single-agent environments address this by generating new tasks based on agent actions, enhancing task diversity. We consider the…

Multiagent Systems · Computer Science 2025-01-30 Yizhe Huang , Xingbo Wang , Hao Liu , Fanqi Kong , Aoyang Qin , Min Tang , Song-Chun Zhu , Mingjie Bi , Siyuan Qi , Xue Feng

Intelligent agents offer a new and exciting way of understanding the world of work. Agent-Based Simulation (ABS), one way of using intelligent agents, carries great potential for progressing our understanding of management practices and how…

Artificial Intelligence · Computer Science 2010-07-05 Peer-Olaf Siebers , Uwe Aickelin , Helen Celia , Chris Clegg

The development of AI agents based on large, open-domain language models (LLMs) has paved the way for the development of general-purpose AI assistants that can support human in tasks such as writing, coding, graphic design, and scientific…

Artificial Intelligence · Computer Science 2025-06-03 Mustafa Mert Çelikok , Saptarashmi Bandyopadhyay , Robert Loftin

Games and simulators can be a valuable platform to execute complex multi-agent, multiplayer, imperfect information scenarios with significant parallels to military applications: multiple participants manage resources and make decisions that…