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It is non-trivial to design engaging and balanced sets of game rules. Modern chess has evolved over centuries, but without a similar recourse to history, the consequences of rule changes to game dynamics are difficult to predict. AlphaZero…

Artificial Intelligence · Computer Science 2020-09-16 Nenad Tomašev , Ulrich Paquet , Demis Hassabis , Vladimir Kramnik

Decades of research have been invested in making computer programs for playing games such as Chess and Go. This paper focuses on a new game, Tetris Link, a board game that is still lacking any scientific analysis. Tetris Link has a large…

Artificial Intelligence · Computer Science 2020-04-02 Matthias Muller-Brockhausen , Mike Preuss , Aske Plaat

Recently, Gumbel AlphaZero~(GAZ) was proposed to solve classic combinatorial optimization problems such as TSP and JSSP by creating a carefully designed competition model~(consisting of a learning player and a competitor player), which…

Systems and Control · Electrical Eng. & Systems 2025-02-25 Hui Wang , Xufeng Zhang , Xiaoyu Zhang , Zhenhuan Ding , Chaoxu Mu

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

We prove that the classic falling-block video game Tetris (both survival and board clearing) remains NP-complete even when restricted to 8 columns, or to 4 rows, settling open problems posed over 15 years ago [BDH+04]. Our reduction is from…

Computational Complexity · Computer Science 2020-10-01 Sualeh Asif , Michael Coulombe , Erik D. Demaine , Martin L. Demaine , Adam Hesterberg , Jayson Lynch , Mihir Singhal

In the past few years, AlphaZero's exceptional capability in mastering intricate board games has garnered considerable interest. Initially designed for the game of Go, this revolutionary algorithm merges deep learning techniques with the…

Artificial Intelligence · Computer Science 2023-09-06 Wen Liang , Chao Yu , Brian Whiteaker , Inyoung Huh , Hua Shao , Youzhi Liang

In this paper we are going to solve an open problem about the game tetris. We are going to give the first results in the complexity of a variant of offline tetris introduced by Erik Demaine, Susan Hohenberger and David Liben Nowell in their…

Computational Complexity · Computer Science 2015-06-25 Oscar Temprano

In the popular computer game of Tetris, the player is given a sequence of tetromino pieces and must pack them into a rectangular gameboard initially occupied by a given configuration of filled squares; any completely filled row of the…

Computational Complexity · Computer Science 2007-05-23 Erik D. Demaine , Susan Hohenberger , David Liben-Nowell

This paper proves that push-pull block puzzles in 3D are PSPACE-complete to solve, and push-pull block puzzles in 2D with thin walls are NP-hard to solve, settling an open question by Zubaran and Ritt. Push-pull block puzzles are a type of…

Computational Complexity · Computer Science 2017-09-06 Erik D. Demaine , Isaac Grosof , Jayson Lynch

Challenges for physical solitaire puzzle games are typically designed in advance by humans and limited in number. Alternatively, some games incorporate rules for stochastic setup, where the human solver randomly sets up the game board…

Artificial Intelligence · Computer Science 2019-05-28 Mark Goadrich , James Droscha

In this paper, we give simple NP-hardness reductions for three popular video games. The first is Baba Is You, an award winning 2D block puzzle game with the key premise being the ability to rewrite the rules of the game. The second is Fez,…

Computational Complexity · Computer Science 2022-02-23 Matthew Ferland , Vikram Kher

We prove NP-hardness and #P-hardness of Tetris clearing (clearing an initial board using a given sequence of pieces) with the Super Rotation System (SRS), even when the pieces are limited to any two of the seven Tetris piece types. This…

Computational Complexity · Computer Science 2024-04-17 MIT Hardness Group , Erik D. Demaine , Holden Hall , Jeffery Li

Tetravex is a widely played one person computer game in which you are given $n^2$ unit tiles, each edge of which is labelled with a number. The objective is to place each tile within a $n$ by $n$ square such that all neighbouring edges are…

Computational Complexity · Computer Science 2012-04-18 Yasuhiko Takenaga , Toby Walsh

AlphaZero-type algorithms may stop improving on single-player tasks in case the value network guiding the tree search is unable to approximate the outcome of an episode sufficiently well. One technique to address this problem is…

Machine Learning · Computer Science 2023-06-08 Jonathan Pirnay , Quirin Göttl , Jakob Burger , Dominik Gerhard Grimm

We report on progress in modelling and solving Puzznic, a video game requiring the player to plan sequences of moves to clear a grid by matching blocks. We focus here on levels with no moving blocks. We compare a planning approach and three…

Artificial Intelligence · Computer Science 2023-10-04 Joan Espasa , Ian P. Gent , Ian Miguel , Peter Nightingale , András Z. Salamon , Mateu Villaret

We study the complexity of a particular class of board games, which we call `slide and merge' games. Namely, we consider 2048 and Threes, which are among the most popular games of their type. In both games, the player is required to slide…

Computational Complexity · Computer Science 2015-01-19 Ahmed Abdelkader , Aditya Acharya , Philip Dasler

Solving jigsaw puzzles requires to grasp the visual features of a sequence of patches and to explore efficiently a solution space that grows exponentially with the sequence length. Therefore, visual deep reinforcement learning (DRL) should…

Computer Vision and Pattern Recognition · Computer Science 2023-02-02 Marie-Morgane Paumard , Hedi Tabia , David Picard

Recently, the seminal algorithms AlphaGo and AlphaZero have started a new era in game learning and deep reinforcement learning. While the achievements of AlphaGo and AlphaZero - playing Go and other complex games at super human level - are…

Machine Learning · Computer Science 2022-09-27 Johannes Scheiermann , Wolfgang Konen

A sliding puzzle is a combination puzzle where a player slide pieces along certain routes on a board to reach a certain end-configuration. In this paper, we propose a novel measurement of complexity of massive sliding puzzles with…

Computational Complexity · Computer Science 2020-12-16 Ruo Ando , Yoshiyasu Takefuji

The Sudoku puzzle has achieved worldwide popularity recently, and attracted great attention of the computational intelligence community. Sudoku is always considered as Satisfiability Problem or Constraint Satisfaction Problem. In this…

Artificial Intelligence · Computer Science 2009-03-11 Zhe Chen
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