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We propose Teamwork Synthesis, a version of the distributed synthesis problem with application to teamwork multi-agent systems. We reformulate the distributed synthesis question by dropping the fixed interaction architecture among agents as…

计算机科学中的逻辑 · 计算机科学 2023-05-15 Yehia Abd Alrahman , Nir Piterman

We propose a foundation model for soccer, which is able to predict subsequent actions in a soccer match from a given input sequence of actions. As a proof of concept, we train a transformer architecture on three seasons of data from a…

机器学习 · 计算机科学 2024-07-23 Ethan Baron , Daniel Hocevar , Zach Salehe

Modeling the strategic behavior of agents in a real-world multi-agent system using existing state-of-the-art computational game-theoretic tools can be a daunting task, especially when only the actions taken by the agents can be observed.…

计算机科学与博弈论 · 计算机科学 2025-01-20 Boshen Wang , Luis E. Ortiz

Today's competition between the professional eSports teams is so strong that in-depth analysis of players' performance literally crucial for creating a powerful team. There are two main approaches to such an estimation: obtaining features…

人机交互 · 计算机科学 2019-08-20 Anton Smerdov , Evgeny Burnaev , Andrey Somov

In decision support systems, it is essential to get a candidate solution fast, even if it means resorting to an approximation. This constraint introduces a scalability requirement with regard to the kind of heuristics which can be used in…

多智能体系统 · 计算机科学 2014-05-22 D. Krzywicki , Ł. Faber , A. Byrski , M. Kisiel-Dorohinicki

In many real-world complex systems, the behavior can be observed as a collection of discrete events generated by multiple interacting agents. Analyzing the dynamics of these multi-agent systems, especially team sports, often relies on…

人工智能 · 计算机科学 2025-05-23 Rikuhei Umemoto , Keisuke Fujii

Quantitative analysis of Game User eXperience (GUX) is important to the game industry. Different from the typical questionnaire analysis, this paper focuses on the computational analysis of GUX. We aim to analyze the relationship between…

人机交互 · 计算机科学 2021-12-23 Zhitao Liu , Ning Xie , Guobiao Yang , Jiale Dou , Lanxiao Huang , Guang Yang , Lin Yuan

We consider a multiagent system consisting of selfish and heterogeneous agents. Its behavior is modeled by multipopulation replicator dynamics, where payoff functions of populations are different from each other. In general, there exist…

计算机科学与博弈论 · 计算机科学 2016-11-18 Takuya Morimoto , Takafumi Kanazawa , Toshimitsu Ushio

The complexity of computer games is ever increasing. In this setup, guiding an automated test algorithm to find a solution to solve a testing task in a game's huge interaction space is very challenging. Having a model of a system to…

软件工程 · 计算机科学 2022-11-15 Samira Shirzadehhajimahmood , I. S. W. B. Prasetya , Frank Dignum , Mehdi Dastani

We describe a formulation of multi-agents operating within a Cyber-Physical System, resulting in collaborative or adversarial games. We show that the non-determinism inherent in the communication medium between agents and the underlying…

分布式、并行与集群计算 · 计算机科学 2024-07-09 Warisa Sritriratanarak , Paulo Garcia

The aim our work is to create virtual humans as intelligent entities, which includes approximate the maximum as possible the virtual agent animation to the natural human behavior. In order to accomplish this task, our agent must be capable…

多智能体系统 · 计算机科学 2010-04-27 F. Cherif , R. Chighoub

We study the emergence of cooperative behaviors in reinforcement learning agents by introducing a challenging competitive multi-agent soccer environment with continuous simulated physics. We demonstrate that decentralized, population-based…

人工智能 · 计算机科学 2021-05-21 Siqi Liu , Guy Lever , Josh Merel , Saran Tunyasuvunakool , Nicolas Heess , Thore Graepel

To accurately predict trajectories in multi-agent settings, e.g. team games, it is important to effectively model the interactions among agents. Whereas a number of methods have been developed for this purpose, existing methods implicitly…

计算机视觉与模式识别 · 计算机科学 2022-10-25 Zikai Wei , Xinge Zhu , Bo Dai , Dahua Lin

Overcoming the impact of selfish behavior of rational players in multiagent systems is a fundamental problem in game theory. Without any intervention from a central agent, strategic users take actions in order to maximize their personal…

计算机科学与博弈论 · 计算机科学 2024-09-06 Maria-Florina Balcan , Matteo Pozzi , Dravyansh Sharma

We provide a brief description of the Python-DTU system, including the overall design, the tools and the algorithms that we plan to use in the agent contest.

We present our preliminary work on a multi-agent system involving the complex human phenomena of identity and dynamic teams. We outline our ongoing experimentation into understanding how these factors can eliminate some of the naive…

多智能体系统 · 计算机科学 2023-01-05 Kyle Tilbury , Jesse Hoey

In this work, we explore techniques for augmenting interactive agents with information from symbolic modules, much like humans use tools like calculators and GPS systems to assist with arithmetic and navigation. We test our agent's…

计算与语言 · 计算机科学 2023-02-14 Ruoyao Wang , Peter Jansen , Marc-Alexandre Côté , Prithviraj Ammanabrolu

Providing a comprehensive view of the city operation and offering useful metrics for decision making is a well known challenge for urban risk analysis systems. Existing systems are, in many cases, generalizations of previous domain specific…

多智能体系统 · 计算机科学 2025-01-10 David Carraminana , Ana M. Bernardos , Juan A. Besada , Jose R. Casar

Advancements in generative models have enabled multi-agent systems (MAS) to perform complex virtual tasks such as writing and code generation, which do not generalize well to physical multi-agent robotic teams. Current frameworks often…

机器人学 · 计算机科学 2025-06-05 Yuanchen Bai , Zijian Ding , Angelique Taylor

An effective multi-turn instruction-following assistant can be developed by creating a simulator that can generate useful interaction data. Apart from relying on its intrinsic weights, an ideal user simulator should also be able to…

人机交互 · 计算机科学 2024-01-31 Kaustubh D. Dhole