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Poker is a landmark challenge for artificial intelligence. The dominant approach relies on equilibrium solvers built on counterfactual regret minimization, requiring millions of core-hours of training. Large Language Models (LLMs) possess…

Artificial Intelligence · Computer Science 2026-05-29 Boning Li , Baoxiang Wang , Longbo Huang

Fortification-interdiction games are tri-level adversarial games where two opponents act in succession to protect, disrupt and simply use an infrastructure for a specific purpose. Many such games have been formulated and tackled in the…

Computational Complexity · Computer Science 2025-12-22 Alberto Boggio Tomasaz , Margarida Carvalho , Roberto Cordone , Pierre Hosteins

Answer set programming is a well-understood and established problem-solving and knowledge representation paradigm. It has become more prominent amongst a wider audience due to its multiple applications in science and industry. The constant…

Artificial Intelligence · Computer Science 2025-01-22 Elisa Böhl , Stefan Ellmauthaler , Sarah Alice Gaggl

Recent Language Models (LMs) achieve breakthrough performance in code generation when trained on human-authored problems, even solving some competitive-programming problems. Self-play has proven useful in games such as Go, and thus it is…

Machine Learning · Computer Science 2023-04-13 Patrick Haluptzok , Matthew Bowers , Adam Tauman Kalai

In this paper we study the computational complexity of computing an evolutionary stable strategy (ESS) in multi-player symmetric games. For two-player games, deciding existence of an ESS is complete for {\Sigma} 2 , the second level of the…

Computational Complexity · Computer Science 2022-03-16 Manon Blanc , Kristoffer Arnsfelt Hansen

The Game of Poker Chips, Dominoes and Survival fosters team building and high level cooperation in large groups, and is a tool applied in management training exercises. Each player, initially given two colored poker chips, is allowed to…

Combinatorics · Mathematics 2020-09-02 Larry Goldstein

Sprouts is a two-player topological game, invented in 1967 in the University of Cambridge by John Conway and Michael Paterson. The game starts with p spots, and ends in at most 3p-1 moves. The first player who cannot play loses. The…

Combinatorics · Mathematics 2010-08-16 Julien Lemoine , Simon Viennot

We consider a team formation setting where agents have varying levels of expertise in a global set of required skills, and teams are ranked with respect to how well the expertise of teammates complement each other. We model this setting as…

Computer Science and Game Theory · Computer Science 2020-11-04 Bugra Caskurlu , Fatih Erdem Kizilkaya , Berkehan Ozen

Many studies have shown that humans are "predictably irrational": they do not act in a fully rational way, but their deviations from rational behavior are quite systematic. Our goal is to see the extent to which we can explain and justify…

Computer Science and Game Theory · Computer Science 2023-07-27 Xinming Liu , Joseph Y. Halpern

In the past three decades, deductive games have become interesting from the algorithmic point of view. Deductive games are two players zero sum games of imperfect information. The first player, called "codemaker", chooses a secret code and…

Data Structures and Algorithms · Computer Science 2013-03-27 Mourad El Ouali , Volkmar Sauerland

Exactly 20 years ago at MFCS, Demaine posed the open problem whether the game of Dots & Boxes is PSPACE-complete. Dots & Boxes has been studied extensively, with for instance a chapter in Berlekamp et al. "Winning Ways for Your Mathematical…

Computational Geometry · Computer Science 2021-05-07 Kevin Buchin , Mart Hagedoorn , Irina Kostitsyna , Max van Mulken

We analyze Solo Chess puzzles, where the input is an $n \times n$ board containing some standard Chess pieces of the same color, and the goal is to make a sequence of capture moves to reduce down to a single piece. Prior work analyzes this…

Computational Complexity · Computer Science 2023-02-06 Josh Brunner , Lily Chung , Michael Coulombe , Erik D. Demaine , Timothy Gomez , Jayson Lynch

Kingdomino is a board game designed by Bruno Cathala and edited by Blue Orange since 2016. The goal is to place $2 \times 1$ dominoes on a grid layout, and get a better score than other players. Each $1 \times 1$ domino cell has a color…

Computational Complexity · Computer Science 2020-04-01 Viet-Ha Nguyen , Kevin Perrot , Mathieu Vallet

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

We explore the creative problem-solving capabilities of modern LLMs in a novel constrained setting. To this end, we create MACGYVER, an automatically generated dataset consisting of over 1,600 real-world problems deliberately designed to…

Computation and Language · Computer Science 2025-02-25 Yufei Tian , Abhilasha Ravichander , Lianhui Qin , Ronan Le Bras , Raja Marjieh , Nanyun Peng , Yejin Choi , Thomas L. Griffiths , Faeze Brahman

We present Legommenders, a unique library designed for content-based recommendation that enables the joint training of content encoders alongside behavior and interaction modules, thereby facilitating the seamless integration of content…

Information Retrieval · Computer Science 2024-12-23 Qijiong Liu , Lu Fan , Xiao-Ming Wu

Reinforcement learning has recently been used to approach well-known NP-hard combinatorial problems in graph theory. Among these problems, Hamiltonian cycle problems are exceptionally difficult to analyze, even when restricted to individual…

Artificial Intelligence · Computer Science 2022-11-18 Kevin Du , Ian Gemp , Yi Wu , Yingying Wu

Most approaches to the synthesis of reactive systems study the problem in terms of a two-player game with complete observation. In many applications, however, the system's environment consists of several distinct entities, and the system…

Logic in Computer Science · Computer Science 2018-09-11 Bernd Finkbeiner , Paul Gölz

The success of Large Language Models (LLMs) in human-AI collaborative decision-making hinges on their ability to provide trustworthy, gradual, and tailored explanations. Solving complex puzzles, such as Sudoku, offers a canonical example of…

Computation and Language · Computer Science 2026-04-28 Anirudh Maiya , Razan Alghamdi , Maria Leonor Pacheco , Ashutosh Trivedi , Fabio Somenzi

We analyze the computational complexity of Tetris clearing (determining whether the player can clear an initial board using a given sequence of pieces) and survival (determining whether the player can avoid losing before placing all the…

Computational Complexity · Computer Science 2026-03-11 MIT Hardness Group , Josh Brunner , Erik D. Demaine , Della Hendrickson , Jeffery Li