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Educational simulations have long been recognized as powerful tools for enhancing learning outcomes, yet their creation has traditionally required substantial resources and technical expertise. This paper introduces MicroSims a novel…

人工智能 · 计算机科学 2025-11-26 Valerie Lockhart , Dan McCreary , Troy A. Peterson

A central problem in the theory of multi-agent reinforcement learning (MARL) is to understand what structural conditions and algorithmic principles lead to sample-efficient learning guarantees, and how these considerations change as we move…

机器学习 · 计算机科学 2023-05-02 Dylan J. Foster , Dean P. Foster , Noah Golowich , Alexander Rakhlin

Enhancing simulation environments to replicate real-world driver behavior, i.e., more humanlike sim agents, is essential for developing autonomous vehicle technology. In the context of highway merging, previous works have studied the…

人工智能 · 计算机科学 2025-07-18 Dustin Holley , Jovin D'sa , Hossein Nourkhiz Mahjoub , Gibran Ali

Strong foundations in basic AI techniques are key to understanding more advanced concepts. We believe that introducing AI techniques, such as search methods, early in higher education helps create a deeper understanding of the concepts seen…

人工智能 · 计算机科学 2024-04-26 Ken Hasselmann , Quentin Lurkin

Integer linear programs (ILPs) are commonly employed to model diverse practical problems such as scheduling and planning. Recently, machine learning techniques have been utilized to solve ILPs. A straightforward idea is to train a model via…

最优化与控制 · 数学 2025-01-08 Qian Chen , Tianjian Zhang , Linxin Yang , Qingyu Han , Akang Wang , Ruoyu Sun , Xiaodong Luo , Tsung-Hui Chang

Game level editing is the process of constructing a full game level starting from 3D asset libraries, e.g. 3d models, textures, shaders, scripts. In level editing, designers define the look and behavior of the whole level by placing…

图形学 · 计算机科学 2016-03-03 Christian Santoni , Gabriele Salvati , Valentina Tibaldo , Fabio Pellacini

Building up competencies in working with data and tools of Artificial Intelligence (AI) is becoming more relevant across disciplinary engineering fields. While the adoption of tools for teaching and learning, such as ChatGPT, is garnering…

计算机与社会 · 计算机科学 2025-07-15 Johannes Schleiss , Aditya Johri , Sebastian Stober

Recent years have witnessed a rapid proliferation of smart Internet of Things (IoT) devices. IoT devices with intelligence require the use of effective machine learning paradigms. Federated learning can be a promising solution for enabling…

分布式、并行与集群计算 · 计算机科学 2020-09-08 Latif U. Khan , Shashi Raj Pandey , Nguyen H. Tran , Walid Saad , Zhu Han , Minh N. H. Nguyen , Choong Seon Hong

By formally defining the training processes of large language models (LLMs), which usually encompasses pre-training, supervised fine-tuning, and reinforcement learning with human feedback, within a single and unified machine learning…

计算与语言 · 计算机科学 2024-02-14 Yang Liu , Peng Sun , Hang Li

Due to the large size of the training data, distributed learning approaches such as federated learning have gained attention recently. However, the convergence rate of distributed learning suffers from heterogeneous worker performance. In…

分布式、并行与集群计算 · 计算机科学 2019-08-09 Yunus Sarikaya , Ozgur Ercetin

The interest in predicting online learning performance using ML algorithms has been steadily increasing. We first conducted a scientometric analysis to provide a systematic review of research in this area. The findings show that most…

计算机与社会 · 计算机科学 2024-06-19 Jin Yuan , Xuelan Qiu , Jinran Wu , Jiesi Guo , Weide Li , You-Gan Wang

As Large Language Models (LLMs) are integrated into critical real-world applications, their strategic and logical reasoning abilities are increasingly crucial. This paper evaluates LLMs' reasoning abilities in competitive environments…

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

This study aims to review and get information on the different mobile game applications and the possibility of being a supplementary tool for learning to enhance and empower the e-Learning aspect of a Technical Education and Skills…

计算机与社会 · 计算机科学 2021-01-12 Carlo H. Godoy

The landscape of digital games is segregated by player ability. For example, sighted players have a multitude of highly visual games at their disposal, while blind players may choose from a variety of audio games. Attempts at improving…

Game AI designers must manage complex interactions between the AI character, the game world, and the player, while achieving their design visions. Computational co-creativity tools can aid them, but first, AI and HCI researchers must gather…

人机交互 · 计算机科学 2021-07-30 Nathan Partlan , Erica Kleinman , Jim Howe , Sabbir Ahmad , Stacy Marsella , Magy Seif El-Nasr

Large Language Models (LLMs) like GPT-4 have revolutionized natural language processing, showing remarkable linguistic proficiency and reasoning capabilities. However, their application in strategic multi-agent decision-making environments…

计算与语言 · 计算机科学 2024-05-29 Chuanhao Li , Runhan Yang , Tiankai Li , Milad Bafarassat , Kourosh Sharifi , Dirk Bergemann , Zhuoran Yang

Prior research has explored potential applications of video games in programming education to elicit computational thinking skills. However, existing approaches are often either too general, not taking into account the diversity of genres…

多媒体 · 计算机科学 2024-07-08 Giulio Barbero , Marcello A. Gómez-Maureira , Felienne F. J. Hermans

This paper introduces LLM-MARL, a unified framework that incorporates large language models (LLMs) into multi-agent reinforcement learning (MARL) to enhance coordination, communication, and generalization in simulated game environments. The…

人工智能 · 计算机科学 2025-11-04 Zhengyang Li , Sawyer Campos , Nana Wang

Effective Requirements Engineering is a crucial activity in softwareintensive development projects. The human-centric working mode of Design Thinking is considered a powerful way to complement such activities when designing innovative…

软件工程 · 计算机科学 2021-12-13 Jennifer Hehn , Daniel Mendez