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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

Educators often seek ways to introduce gaming in the classroom in order to break the usual teaching routine, expand the usual course curriculum with additional knowledge, but mostly as a means to motivate students and increase their…

计算机与社会 · 计算机科学 2020-04-17 Domna Chiotaki , Kostas Karpouzis

We present an innovative methodology for studying and teaching the impacts of AI through a role play game. The game serves two primary purposes: 1) training AI developers and AI policy professionals to reflect on and prepare for future…

计算机与社会 · 计算机科学 2019-12-20 Shahar Avin , Ross Gruetzemacher , James Fox

This study examines the integration of digital tools in project-based learning within a Biomedical Engineering course to enhance collaboration, transparency, and assessment fairness. Building on prior pilot experiences, we implemented a…

计算机与社会 · 计算机科学 2025-09-09 Gonzalo R. Ríos-Muñoz , Caterina Fuster-Barcelo , Arrate Muñoz-Barrutia

This paper considers a class of reinforcement-based learning (namely, perturbed learning automata) and provides a stochastic-stability analysis in repeatedly-played, positive-utility, finite strategic-form games. Prior work in this class of…

计算机科学与博弈论 · 计算机科学 2019-01-29 Georgios C. Chasparis

The traditional teaching of software engineering is focused on technical skills. Active strategies, where students experience content and interact with reality, are effective. The market demands new skills in the digital transformation,…

Nowadays, many software projects are partially or completely open-source based. There is an increasing need for companies to participate in open-source software (OSS) projects, e.g., in order to benefit from open source ecosystems. OSS…

软件工程 · 计算机科学 2013-11-07 Fabian Fagerholm , Patrik Johnson , Alejandro Sánchez Guinea , Jay Borenstein , Jürgen Münch

Serious games are gaining popularity as effective teaching and learning tools, providing engaging, interactive, and practical experiences for students. Gamified learning experiences, such as virtual escape rooms, have emerged as powerful…

计算机与社会 · 计算机科学 2026-01-19 Khondokar Fida Hasan , William Hughes , Adrita Rahman

Serious games are simulation software designed to assist people in learning the practical concepts of various application fields such as Health, wellness, Education and Culture. People improve their individual knowledge, skills and attitude…

人机交互 · 计算机科学 2023-06-07 Shuja Ud Din , Muhammad Zeeshan Baig , Muhammad Khateeb Khan

In recent years, online education has been considered as one of the most widely used IT services. Researchers in this field face many challenges in the realm of Electronic learning services. Nowadays, many researchers in the field of…

计算机与社会 · 计算机科学 2015-06-10 Ahmad A. Kardan , Omid R. B. Speily , Yosra Bahrani

Measuring collaborative problem solving (CPS) synergy remains challenging in learning analytics, as classical manual coding cannot capture emergent system-level dynamics. This study introduces a computational framework that integrates…

计算机与社会 · 计算机科学 2026-04-28 Jianjun Xiao , Cixiao Wang , Wenmei Zhang

Due to the growing concerns for sustainable development, supply chains seek to invest in social sustainability issues to seize more market share in today's competitive business environment. This study aims to develop a coordination scheme…

最优化与控制 · 数学 2023-01-18 Mahdi Ebrahimzadeh-Afrouzi , Masoud Asadpour Ahmadchali

Federated learning is a setting where agents, each with access to their own data source, combine models from local data to create a global model. If agents are drawing their data from different distributions, though, federated learning…

计算机科学与博弈论 · 计算机科学 2020-12-18 Kate Donahue , Jon Kleinberg

We address the relative paucity of empirical testing of learning algorithms (of any type) by introducing a new public-domain, Modular, Optimal Learning Testing Environment (MOLTE) for Bayesian ranking and selection problem, stochastic…

机器学习 · 计算机科学 2017-09-15 Yingfei Wang , Warren Powell

Motivated by models of epidemic control in large populations, we consider a Stackelberg mean field game model between a principal and a mean field of agents evolving on a finite state space. The agents play a non-cooperative game in which…

最优化与控制 · 数学 2021-05-26 Alexander Aurell , Rene Carmona , Gokce Dayanikli , Mathieu Lauriere

Project-based learning (PBL) is a student-centered and learn-by-doing approach that organizes learning around projects. While entrepreneurship and PBL in SE education are thrilling research topics, there seems to be very little work…

软件工程 · 计算机科学 2021-02-03 Leonardo Humberto Silva , Renata Xavier Castro , Marice Costa Guimaraes

This tutorial presents cooperative and noncooperative game-theoretic frameworks for modeling, learning, and control in socio-technical systems, where human behavior, incentives, institutions, and social interactions are coupled with…

系统与控制 · 电气工程与系统科学 2026-05-19 Tamer Başar , Tomohisa Hayakawa , Hideaki Ishii , Quanyan Zhu

Simulation-based inference (SBI) is a method to perform inference on a variety of complex scientific models with challenging inference (inverse) problems. Bayesian Optimal Experimental Design (BOED) aims to efficiently use experimental…

机器学习 · 统计学 2025-02-13 Vincent D. Zaballa , Elliot E. Hui

Driven by the fact that many of us experienced softer or not-so-soft lockdown, the intention of a couple of instructors at our university was to develop a collaborative tool that could help in online delivery and gamification on two courses…

分布式、并行与集群计算 · 计算机科学 2021-12-16 M. Zagar , M. Sipek , N. Draskovic , B. Mihaljevic

Without loss of generality, existing machine learning techniques may learn spurious correlation dependent on the domain, which exacerbates the generalization of models in out-of-distribution (OOD) scenarios. To address this issue, recent…

机器学习 · 计算机科学 2024-06-18 Bin Qin , Jiangmeng Li , Yi Li , Xuesong Wu , Yupeng Wang , Wenwen Qiang , Jianwen Cao