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Multi-agent systems (MAS) extend large language models (LLMs) from independent single-model reasoning to coordinative system-level intelligence. While existing LLM agents depend on text-based mediation for reasoning and communication, we…

Dynamic Scene Graphs (DSGs) provide a structured representation of hierarchical, interconnected environments, but current approaches struggle to capture stochastic dynamics, partial observability, and multi-agent activity. These aspects are…

机器人学 · 计算机科学 2025-10-13 Lars Ohnemus , Nils Hantke , Max Weißer , Kai Furmans

Recent multimodal generation models have achieved remarkable progress on general-purpose generation tasks, yet continue to struggle with complex instructions and specialized downstream tasks. Inspired by the success of advanced agent…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Zefeng He , Siyuan Huang , Xiaoye Qu , Yafu Li , Tong Zhu , Yu Cheng , Yang Yang

Active Inference is an emerging framework providing a quantitative account of behavioral processes in neuroscience and a principled approach to decision-making under uncertainty. Its application to agency problems is natural, offering an…

Recent advances in large language models have demonstrated strong reasoning and role-playing capabilities, opening new opportunities for agent-based social simulations. However, most existing agents' implementations are scenario-tailored,…

人工智能 · 计算机科学 2025-08-13 Yuwei Yan , Jinghua Piao , Xiaochong Lan , Chenyang Shao , Pan Hui , Yong Li

Research in cultural evolution aims at providing causal explanations for the change of culture over time. Over the past decades, this field has generated an important body of knowledge, using experimental, historical, and computational…

Modelling and computational methods have been essential in advancing quantitative science, especially in the past two decades with the availability of vast amount of complex, voluminous, and heterogeneous data. In particular, there has been…

多智能体系统 · 计算机科学 2020-07-09 Affan Shoukat , Seyed M. Moghadas

Homans' Social Exchange Theory (SET) is widely recognized as a basic framework for understanding the formation and emergence of human civilizations and social structures. In social science, this theory is typically studied based on simple…

人工智能 · 计算机科学 2025-02-19 Lei Wang , Zheqing Zhang , Xu Chen

This article proposes a methodology to model and simulate complex systems, based on IRM4MLS, a generic agent-based meta-model able to deal with multi-level systems. This methodology permits the engineering of dynamic multi-level agent-based…

多智能体系统 · 计算机科学 2013-11-21 Jean-Baptiste Soyez , Gildas Morvan , Daniel Dupont , Rochdi Merzouki

Existing red-teaming benchmarks, when adapted to new languages via direct translation, fail to capture socio-technical vulnerabilities rooted in local culture and law, creating a critical blind spot in LLM safety evaluation. To address this…

计算机与社会 · 计算机科学 2026-02-25 Chaeyun Kim , YongTaek Lim , Kihyun Kim , Junghwan Kim , Minwoo Kim

Active Inference is a closed-loop computational theoretical basis for understanding behaviour, based on agents with internal probabilistic generative models that encode their beliefs about how hidden states in their environment cause their…

人机交互 · 计算机科学 2024-12-20 Roderick Murray-Smith , John H. Williamson , Sebastian Stein

Believable Non-Player Characters (NPCs) help motivate player engagement with narrative-driven games. An important aspect of believable characters is their contextually-relevant reactions to changing situations, which emotion often drives in…

软件工程 · 计算机科学 2023-07-20 Geneva M. Smith

Multi-agent simulation based on LLMs has increasingly emerged as a new paradigm for exploring complex social phenomena and validating theoretical hypotheses. However, traditional experimental design in the social sciences relies heavily on…

人机交互 · 计算机科学 2026-04-21 Yuwei Guo , Zihan Zhao , Xiaowei Liu , Xiangning Yu , Deyu Zhou

Understanding human behavior in built environments is critical for designing functional, user centered urban spaces. Traditional approaches, such as manual observations, surveys, and simplified simulations, often fail to capture the…

人工智能 · 计算机科学 2024-12-30 Ariel Noyman , Kai Hu , Kent Larson

Modeling complex human behavior, such as voter decisions in national elections, is a long-standing challenge for computational social science. Traditional agent-based models (ABMs) are limited by oversimplified rules, while large-scale…

物理与社会 · 物理学 2025-12-09 Lingfeng Zhou , Yi Xu , Zhenyu Wang , Dequan Wang

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…

人工智能 · 计算机科学 2024-09-04 Philippe J. Giabbanelli , Jack T. Beerman

AI agents are increasingly deployed in production, yet their security evaluations remain bottlenecked by manual red-teaming or static benchmarks that fail to model adaptive, multi-turn adversaries. We propose NAAMSE, an evolutionary…

人工智能 · 计算机科学 2026-03-10 Kunal Pai , Parth Shah , Harshil Patel

Immersive rooms are increasingly popular augmented reality systems that support multi-agent interactions within a virtual world. However, despite extensive content creation and technological developments, insights about perceptually-driven…

人机交互 · 计算机科学 2025-12-22 Jerry M. Huang , Stefan T. Radev

For embodied agents to infer representations of the underlying 3D physical world they inhabit, they should efficiently combine multisensory cues from numerous trials, e.g., by looking at and touching objects. Despite its importance,…

机器学习 · 计算机科学 2019-11-11 Jae Hyun Lim , Pedro O. Pinheiro , Negar Rostamzadeh , Christopher Pal , Sungjin Ahn

Creating effective dialogue systems for mental health support requires high-quality multi-turn counseling dialogue data, yet collecting real counselor-client conversations presents significant challenges, including privacy concerns, high…

计算与语言 · 计算机科学 2026-05-27 Huachuan Qiu , Zhenzhong Lan