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Coalitions naturally exist in many real-world systems involving multiple decision makers such as ridesharing, security, and online ad auctions, but the coalition structure among the agents is often unknown. We propose and study an important…

Computer Science and Game Theory · Computer Science 2023-12-20 Yixuan Even Xu , Chun Kai Ling , Fei Fang

A $p$-beauty contest is a wide class of games of guessing the most popular strategy among other players. In particular, guessing a fraction of a mean of numbers chosen by all players is a classic behavioral experiment designed to test…

General Economics · Economics 2025-10-23 Iuliia Alekseenko , Dmitry Dagaev , Sofia Paklina , Petr Parshakov

Games have benchmarked AI methods since the inception of the field, with classic board games such as Chess and Go recently leaving room for video games with related yet different sets of challenges. The set of AI problems associated with…

Artificial Intelligence · Computer Science 2019-07-16 Amy K. Hoover , Julian Togelius , Scott Lee , Fernando de Mesentier Silva

RLCard is an open-source toolkit for reinforcement learning research in card games. It supports various card environments with easy-to-use interfaces, including Blackjack, Leduc Hold'em, Texas Hold'em, UNO, Dou Dizhu and Mahjong. The goal…

Artificial Intelligence · Computer Science 2020-02-17 Daochen Zha , Kwei-Herng Lai , Yuanpu Cao , Songyi Huang , Ruzhe Wei , Junyu Guo , Xia Hu

Motivated by the results for Magic: The Gathering presented in [CBH20] and [Bid20], we study a (different) computability problem about winning strategies in Yu-Gi-Oh! Trading Card Game, a popular card game developed and published by Konami.…

Logic · Mathematics 2026-03-12 Orazio Nicolosi , Federico Pisciotta , Lorenzo Bresolin

The Hearthstone AI framework and competition motivates the development of artificial intelligence agents that can play collectible card games. A special feature of those games is the high variety of cards, which can be chosen by the players…

Artificial Intelligence · Computer Science 2019-06-12 Alexander Dockhorn , Sanaz Mostaghim

Digital collectible card games are not only a growing part of the video game industry, but also an interesting research area for the field of computational intelligence. This game genre allows researchers to deal with hidden information,…

Neural and Evolutionary Computing · Computer Science 2024-10-28 Pablo García-Sánchez , Alberto Tonda , Antonio J. Fernández-Leiva , Carlos Cotta

Large language models (LLMs) have shown success in handling simple games with imperfect information and enabling multi-agent coordination, but their ability to facilitate practical collaboration against other agents in complex, imperfect…

Computation and Language · Computer Science 2024-08-06 Yauwai Yim , Chunkit Chan , Tianyu Shi , Zheye Deng , Wei Fan , Tianshi Zheng , Yangqiu Song

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…

Computation and Language · Computer Science 2024-06-11 Jinhao Duan , Renming Zhang , James Diffenderfer , Bhavya Kailkhura , Lichao Sun , Elias Stengel-Eskin , Mohit Bansal , Tianlong Chen , Kaidi Xu

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…

Artificial Intelligence · Computer Science 2024-04-26 Ken Hasselmann , Quentin Lurkin

This paper presents a study on the prediction of outcomes in matches of the electronic game League of Legends (LoL) using machine learning techniques. With the aim of exploring the ability to predict real-time results, considering different…

Machine Learning · Computer Science 2026-05-01 Jailson B. S. Junior , Claudio E. C. Campelo

This technical report outlines the fundamental workings of the game logic behind Ludii, a general game system, that can be used to play a wide variety of games. Ludii is a program developed for the ERC-funded Digital Ludeme Project, in…

Artificial Intelligence · Computer Science 2022-06-03 Éric Piette , Cameron Browne , Dennis J. N. J. Soemers

Deck building is a crucial component in playing Collectible Card Games (CCGs). The goal of deck building is to choose a fixed-sized subset of cards from a large card pool, so that they work well together in-game against specific opponents.…

Artificial Intelligence · Computer Science 2018-06-27 Zhengxing Chen , Chris Amato , Truong-Huy Nguyen , Seth Cooper , Yizhou Sun , Magy Seif El-Nasr

We argue that a restriction determined by a drawn card or quantum random numbers, on the running of LHC (Large Hadron Collider), which was proposed in earlier articles by us, can only result in an, at first, apparent success whatever the…

General Physics · Physics 2009-10-23 Holger B. Nielsen , Masao Ninomiya

Data competitions rely on real-time leaderboards to rank competitor entries and stimulate algorithm improvement. While such competitions have become quite popular and prevalent, particularly in supervised learning formats, their…

The paper aims to investigate the degree of cognitive skills required for success in online versions of the popular card game rummy and poker. The study focuses on analyzing the impact of experience and learnable skills on success in the…

Human-Computer Interaction · Computer Science 2023-08-30 Taranjit Kaur , Manas Pati Tripathi , Ashirbad Samantaray , Tapan K. Gandhi

Since 2010, Kaggle has been a platform where data scientists from around the world come together to compete, collaborate, and push the boundaries of Data Science. Over these 15 years, it has grown from a purely competition-focused site into…

Machine Learning · Computer Science 2025-11-21 Kevin Bönisch , Leandro Losaria

The AI4GCC competition presents a bold step forward in the direction of integrating machine learning with traditional economic policy analysis. Below, we highlight two potential areas for improvement that could enhance the competition's…

Artificial Intelligence · Computer Science 2023-08-11 Marco Jiralerspong , Gauthier Gidel

Concurrent stochastic games are an important formalism for the rational verification of probabilistic multi-agent systems, which involves verifying whether a temporal logic property is satisfied in some or all game-theoretic equilibria of…

Computer Science and Game Theory · Computer Science 2023-11-29 Daniel Stan , Muhammad Najib , Anthony Widjaja Lin , Parosh Aziz Abdulla

In this paper, we propose the use of the popular word-based board game Codenames as a suitable benchmark for evaluating the reasoning capabilities of Large Language Models (LLMs). Codenames presents a highly interesting challenge for…

Artificial Intelligence · Computer Science 2025-04-23 Matthew Stephenson , Matthew Sidji , Benoît Ronval