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The potential of Large Language Model (LLM) as agents has been widely acknowledged recently. Thus, there is an urgent need to quantitatively \textit{evaluate LLMs as agents} on challenging tasks in interactive environments. We present…

Interacting with human agents in complex scenarios presents a significant challenge for robotic navigation, particularly in environments that necessitate both collision avoidance and collaborative interaction, such as indoor spaces. Unlike…

机器人学 · 计算机科学 2024-11-07 Lingfeng Sun , Yixiao Wang , Pin-Yun Hung , Changhao Wang , Xiang Zhang , Zhuo Xu , Masayoshi Tomizuka

Online mental health support communities have grown in recent years for providing accessible mental and emotional health support through volunteer counselors. Despite millions of people participating in chat support on these platforms, the…

人机交互 · 计算机科学 2023-12-19 Anna Fang , Wenjie Yang , Raj Sanjay Shah , Yash Mathur , Diyi Yang , Haiyi Zhu , Robert Kraut

Large language model-based agents are increasingly applied in the recommendation field due to their extensive knowledge and strong planning capabilities. While prior research has primarily focused on enhancing either the recommendation…

信息检索 · 计算机科学 2025-05-05 Shihao Cai , Jizhi Zhang , Keqin Bao , Chongming Gao , Qifan Wang , Fuli Feng , Xiangnan He

Agent-based models (ABMs) have long been employed to explore how individual behaviors aggregate into complex societal phenomena in urban space. Unlike black-box predictive models, ABMs excel at explaining the micro-macro linkages that drive…

多智能体系统 · 计算机科学 2024-10-30 Yuwei Yan , Qingbin Zeng , Zhiheng Zheng , Jingzhe Yuan , Jie Feng , Jun Zhang , Fengli Xu , Yong Li

Caseworkers in foster care systems match waiting children to adoptive homes. We use dynamic matching market design to characterize a class of mechanisms that incentivize expedient matches that homes can accept or decline. We design…

理论经济学 · 经济学 2025-08-18 Terence Highsmith

An agent-based model with interacting low frequency liquidity takers inter-mediated by high-frequency liquidity providers acting collectively as market makers can be used to provide realistic simulated price impact curves. This is possible…

交易与市场微观结构 · 定量金融 2021-08-23 Ivan Jericevich , Patrick Chang , Tim Gebbie

Online peer-to-peer support platforms enable conversations between millions of people who seek and provide mental health support. If successful, web-based mental health conversations could improve access to treatment and reduce the global…

计算与语言 · 计算机科学 2021-05-18 Ashish Sharma , Inna W. Lin , Adam S. Miner , David C. Atkins , Tim Althoff

The global rise in homelessness calls for urgent and alternative policy solutions. Non-profits and governmental organizations alert about the many challenges faced by people experiencing homelessness (PEH), which include not only the lack…

多智能体系统 · 计算机科学 2026-01-29 Alba Aguilera , Nardine Osman , Georgina Curto

Large Language Model (LLM) based multi-agent systems (MAS) have shown promise in tackling complex tasks, but often rely on predefined roles and centralized coordination, limiting their adaptability to evolving challenges. This paper…

人工智能 · 计算机科学 2025-09-04 Siyuan Lu , Jiaqi Shao , Bing Luo , Tao Lin

Interactive multi-agent simulation algorithms are used to compute the trajectories and behaviors of different entities in virtual reality scenarios. However, current methods involve considerable parameter tweaking to generate plausible…

图形学 · 计算机科学 2018-12-04 Jiaping Ren , Wei Xiang , Yangxi Xiao , Ruigang Yang , Dinesh Manocha , Xiaogang Jin

Multi-agent systems (MAS) are foundational in simulating complex real-world scenarios involving autonomous, interacting entities. However, traditional MAS architectures often suffer from rigid coordination mechanisms and difficulty adapting…

多智能体系统 · 计算机科学 2026-04-21 Kushagra Agrawal , Nisharg Nargund

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…

人工智能 · 计算机科学 2022-05-09 Diogo Rato , Samuel Mascarenhas , Rui Prada

Online Social Networks (OSNs) widely adopt content moderation to mitigate the spread of abusive and toxic discourse. Nonetheless, the real effectiveness of moderation interventions remains unclear due to the high cost of data collection and…

人工智能 · 计算机科学 2026-04-01 Giacomo Fidone , Lucia Passaro , Riccardo Guidotti

This paper studies algorithmic decision-making under human's strategic behavior, where a decision maker uses an algorithm to make decisions about human agents, and the latter with information about the algorithm may exert effort…

计算机科学与博弈论 · 计算机科学 2024-09-16 Tian Xie , Xuwei Tan , Xueru Zhang

An increasing number of emerging applications, e.g., internet of things, vehicular communications, augmented reality, and the growing complexity due to the interoperability requirements of these systems, lead to the need to change the tools…

多智能体系统 · 计算机科学 2019-01-16 Merim Dzaferagic , M. Majid Butt , Maria Murphy , Nicholas Kaminski , Nicola Marchetti

The growing demand for mental health support has highlighted the importance of conversational agents as human supporters worldwide and in China. These agents could increase availability and reduce the relative costs of mental health…

计算与语言 · 计算机科学 2022-09-22 Sahand Sabour , Wen Zhang , Xiyao Xiao , Yuwei Zhang , Yinhe Zheng , Jiaxin Wen , Jialu Zhao , Minlie Huang

Virtual environments are essential to AI agent research. Existing environments for LLM agent research typically focus on either physical task solving or social simulation, with the former oversimplifying agent individuality and social…

多智能体系统 · 计算机科学 2025-06-17 Dekun Wu , Frederik Brudy , Bang Liu , Yi Wang

The prospect of combining human operators and virtual agents (bots) into an effective hybrid system that provides proper customer service to clients is promising yet challenging. The hybrid system decreases the customers' frustration when…

人工智能 · 计算机科学 2022-09-13 Yaniv Oshrat , Yonatan Aumann , Tal Hollander , Oleg Maksimov , Anita Ostroumov , Natali Shechtman , Sarit Kraus

Recently, there has been an emergence of employing LLM-powered agents as believable human proxies, based on their remarkable decision-making capability. However, existing studies mainly focus on simulating human dialogue. Human non-verbal…

信息检索 · 计算机科学 2023-10-16 Junjie Zhang , Yupeng Hou , Ruobing Xie , Wenqi Sun , Julian McAuley , Wayne Xin Zhao , Leyu Lin , Ji-Rong Wen