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The efficiency of game engines and policy optimization algorithms is crucial for training reinforcement learning (RL) agents in complex sequential decision-making tasks, such as Tetris. Existing Tetris implementations suffer from low…

Artificial Intelligence · Computer Science 2026-03-31 Xingguo Chen , Pingshou Xiong , Zhenyu Luo , Mengfei Hu , Xinwen Li , Yongzhou Lü , Guang Yang , Chao Li , Shangdong Yang

In combinatorial reconfiguration, the reconfiguration problems on a vertex subset (e.g., an independent set) are well investigated. In these problems, some tokens are placed on a subset of vertices of the graph, and there are three natural…

Computational Complexity · Computer Science 2021-09-07 Masaaki Kanzaki , Yota Otachi , Ryuhei Uehara

Bloxorz is an online puzzle game where players move a 1 by 1 by 2 block by tilting it on a subset of the two dimensional grid. Bloxorz features switches that open and close trapdoors. The puzzle is to move the block from its initial…

Computational Complexity · Computer Science 2014-11-24 Tom C. van der Zanden , Hans L. Bodlaender

We analyze the computational complexity of two 2-player games involving packing objects into a box. In the first game, players alternate drawing polycubes from a shared pile and placing them into an initially empty box in any available…

Computational Complexity · Computer Science 2019-11-19 Oliver Korten

Playing board games is considered a major challenge for both humans and AI researchers. Because some complicated board games are quite hard to learn, humans usually begin with playing on smaller boards and incrementally advance to master…

Machine Learning · Computer Science 2021-07-20 Shai Ben-Assayag , Ran El-Yaniv

Tetris is a popular puzzle video game, invented in 1984. We formulate two versions of the game as a transformation semigroup and use this formulation to view the game through the lens of Krohn-Rhodes theory. In a variation of the game upon…

Group Theory · Mathematics 2020-04-21 Peter C. Jentsch , Chrystopher L. Nehaniv

We revisit the complexity of the well-studied notion of Additively Separable Hedonic Games (ASHGs). Such games model a basic clustering or coalition formation scenario in which selfish agents are represented by the vertices of an…

Computer Science and Game Theory · Computer Science 2022-02-15 Tesshu Hanaka , Michael Lampis

This study addresses the challenge of quantifying chess puzzle difficulty - a complex task that combines elements of game theory and human cognition and underscores its critical role in effective chess training. We present GlickFormer, a…

Machine Learning · Computer Science 2024-12-31 Szymon Miłosz , Paweł Kapusta

AlphaZero, an approach to reinforcement learning that couples neural networks and Monte Carlo tree search (MCTS), has produced state-of-the-art strategies for traditional board games like chess, Go, shogi, and Hex. While researchers and…

Artificial Intelligence · Computer Science 2022-11-29 Charles Lovering , Jessica Zosa Forde , George Konidaris , Ellie Pavlick , Michael L. Littman

Many games are reliant on creating new and engaging content constantly to maintain the interest of their player-base. One such example are puzzle games, in such it is common to have a recurrent need to create new puzzles. Creating new…

Neural and Evolutionary Computing · Computer Science 2023-02-23 Karine Levonyan , Jesse Harder , Fernando De Mesentier Silva

This paper presents a comparative analysis of Sudoku-solving strategies, focusing on recursive backtracking and a heuristic-based constraint propagation method. Using a dataset of 500 puzzles across five difficulty levels (Beginner to…

Logic in Computer Science · Computer Science 2025-07-15 Apekshya Bhattarai , Dinisha Uprety , Pooja Pathak , Safal Narshing Shrestha , Salina Narkarmi , Sanjog Sigdel

In areas as diverse as contemporary art, play structures, climbing equipment, and modular construction toys, we see the presence of building block-like polyhedral complexes, which are generalizations of the pieces in the game Tetris. We…

Combinatorics · Mathematics 2026-02-27 Bert Dobbelaere , Peter Kagey , Drake Thomas , Andrés R. Vindas-Meléndez

Game solving is a similar, yet more difficult task than mastering a game. Solving a game typically means to find the game-theoretic value (outcome given optimal play), and optionally a full strategy to follow in order to achieve that…

Artificial Intelligence · Computer Science 2023-11-14 Ti-Rong Wu , Hung Guei , Ting Han Wei , Chung-Chin Shih , Jui-Te Chin , I-Chen Wu

Difficulty is one of the key drivers of player engagement and it is often one of the aspects that designers tweak most to optimise the player experience; operationalising it is, therefore, a crucial task for game development studios. A…

Artificial Intelligence · Computer Science 2025-03-20 Jeppe Theiss Kristensen , Paolo Burelli

The AlphaZero algorithm has achieved superhuman performance in two-player, deterministic, zero-sum games where perfect information of the game state is available. This success has been demonstrated in Chess, Shogi, and Go where learning…

Artificial Intelligence · Computer Science 2019-12-10 Nick Petosa , Tucker Balch

Additively Separable Hedonic Game (ASHG) are coalition-formation games where we are given a graph whose vertices represent $n$ selfish agents and the weight of each edge $uv$ denotes how much agent $u$ gains (or loses) when she is placed in…

Data Structures and Algorithms · Computer Science 2024-02-19 Tesshu Hanaka , Noleen Köhler , Michael Lampis

People have made remarkable progress in game AIs, especially in domain of perfect information game. However, trick-taking poker game, as a popular form of imperfect information game, has been regarded as a challenge for a long time. Since…

Computer Science and Game Theory · Computer Science 2021-02-16 Naichen Shi , Ruichen Li , Sun Youran

We study the computational complexity of finding stable outcomes in hedonic games, which are a class of coalition formation games. We restrict our attention to symmetric additively-separable hedonic games, which are a nontrivial subclass of…

Computer Science and Game Theory · Computer Science 2015-09-18 Martin Gairing , Rahul Savani

Board games are a great source of entertainment for all ages, as they create a competitive and engaging environment, as well as stimulating learning and strategic thinking. It is common for digital versions of board games, as any other type…

Artificial Intelligence · Computer Science 2023-10-26 Marco Antônio Athayde de Aguiar Vieira , Anderson Rocha Tavares , Renato Perez Ribas

The game of Tetris is an important benchmark for research in artificial intelligence and machine learning. This paper provides a historical account of the algorithmic developments in Tetris and discusses open challenges. Handcrafted…

Machine Learning · Computer Science 2019-05-13 Simón Algorta , Özgür Şimşek