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We initiate a general theory for analyzing the complexity of motion planning of a single robot through a graph of "gadgets", each with their own state, set of locations, and allowed traversals between locations that can depend on and change…

Computational Complexity · Computer Science 2018-06-13 Erik D. Demaine , Isaac Grosof , Jayson Lynch , Mikhail Rudoy

We analyze the computational complexity of motion planning through local "input/output" gadgets with separate entrances and exits, and a subset of allowed traversals from entrances to exits, each of which changes the state of the gadget and…

Computational Complexity · Computer Science 2023-11-16 Hayashi Ani , Erik D. Demaine , Dylan H. Hendrickson , Jayson Lynch

Push-1 is one of the simplest abstract frameworks for motion planning; however, the complexity of deciding if a Push-1 problem can be solved was a several-decade-old open question. We resolve the complexity of the motion planning problem…

Computational Complexity · Computer Science 2025-09-03 Zachary DeStefano , Bufang Liang

Consider an agent traversing a graph of "gadgets", each with local state that changes with each traversal by the agent. We characterize the complexity of universal traversal, where the goal is to traverse every gadget at least once, for DAG…

Computational Complexity · Computer Science 2023-11-16 Hayashi Ani , Erik Demaine , Jenny Diomidova , Dylan Hendrickson , Jayson Lynch

We prove PSPACE-completeness of several reversible, fully deterministic systems. At the core, we develop a framework for such proofs (building on a result of Tsukiji and Hagiwara and a framework for motion planning through gadgets), showing…

Computational Complexity · Computer Science 2022-07-18 Erik D. Demaine , Robert A. Hearn , Dylan Hendrickson , Jayson Lynch

We prove PSPACE-hardness for fifteen games in the Super Mario Bros. 2D platforming video game series. Previously, only the original Super Mario Bros. was known to be PSPACE-hard (FUN 2016), though several of the games we study were known to…

Computational Complexity · Computer Science 2024-04-17 MIT Hardness Group , Hayashi Ani , Erik D. Demaine , Holden Hall , Matias Korman

We prove PSPACE-completeness of Push-1: given a rectangular grid of 1 x 1 cells, each possibly occupied by a movable block, can a robot move from one specified location to another, given the ability to push up to one block at a time? In…

Computational Complexity · Computer Science 2026-05-11 MIT Hardness Group , Josh Brunner , Lily Chung , Erik D. Demaine , Jenny Diomidova , Della Hendrickson , Jayson Lynch

We build a general theory for characterizing the computational complexity of motion planning of robot(s) through a graph of "gadgets", where each gadget has its own state defining a set of allowed traversals which in turn modify the…

Computational Complexity · Computer Science 2020-01-15 Erik D. Demaine , Dylan H. Hendrickson , Jayson Lynch

We prove PSPACE-completeness of the well-studied pushing-block puzzle Push-1F, a theoretical abstraction of many video games (introduced in 1999). The proof also extends to Push-$k$ for any $k \ge 2$. We also prove PSPACE-completeness of…

Computational Complexity · Computer Science 2024-12-31 Hayashi Ani , Lily Chung , Erik D. Demaine , Jenny Diomidova , Della Hendrickson , Jayson Lynch

We prove that a variant of 2048, a popular online puzzle game, is PSPACE-Complete. Our hardness result holds for a version of the problem where the player has oracle access to the computer player's moves. Specifically, we show that for an…

Computational Complexity · Computer Science 2014-08-28 Rahul Mehta

We analyze some of the many game mechanics available to Link in the classic Legend of Zelda series of video games. In each case, we prove that the generalized game with that mechanic is polynomial, NP-complete, NP-hard and in PSPACE, or…

Computational Complexity · Computer Science 2022-04-01 Jeffrey Bosboom , Josh Brunner , Michael Coulombe , Erik D. Demaine , Dylan H. Hendrickson , Jayson Lynch , Elle Najt

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

We investigate algorithmic control of a large swarm of mobile particles (such as robots, sensors, or building material) that move in a 2D workspace using a global input signal (such as gravity or a magnetic field). We show that a maze of…

Emerging Technologies · Computer Science 2017-12-05 Aaron T. Becker , Erik D. Demaine , Sándor P. Fekete , Jarrett Lonsforda , Rose Morris-Wright

We extend the motion-planning-through-gadgets framework to several new scenarios involving various numbers of robots/agents, and analyze the complexity of the resulting motion-planning problems. While past work considers just one robot or…

Logic in Computer Science · Computer Science 2023-11-16 Hayashi Ani , Michael Coulombe , Erik D. Demaine , Jenny Diomidova , Timothy Gomez , Dylan Hendrickson , Jayson Lynch

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

Using doors is a longstanding challenge in robotics and is of significant practical interest in giving robots greater access to human-centric spaces. The task is challenging due to the need for online adaptation to varying door properties…

Robotics · Computer Science 2024-09-10 Mike Zhang , Yuntao Ma , Takahiro Miki , Marco Hutter

Micro- and nanorobots are often controlled by global input signals, such as an electromagnetic or gravitational field. These fields move each robot maximally until it hits a stationary obstacle or another stationary robot. This paper…

Robotics · Computer Science 2014-02-18 Aaron Becker , Erik D. Demaine , Sándor P. Fekete , James McLurkin

We introduce and investigate the computational complexity of a novel physical problem known as the Pinball Wizard problem. It involves an idealized pinball moving through a maze composed of one-way gates (outswing doors), plane walls,…

Computational Complexity · Computer Science 2025-10-06 Rosemary Adejoh , Andreas Jakoby , Sneha Mohanty , Christian Schindelhauer

We show that the Minesweeper game is PP-hard, when the object is to locate all mines with the highest probability. When the probability of locating all mines may be infinitesimal, the Minesweeper game is even PSPACE-complete. In our…

Computational Complexity · Computer Science 2012-04-23 Michiel de Bondt

Many puzzle video games, like Sokoban, involve moving some agent in a maze. The reachable locations are usually apparent for a human player, and the difficulty of the game is mainly related to performing actions on objects, such as pushing…

Artificial Intelligence · Computer Science 2023-10-03 Miquel Bofill , Cristina Borralleras , Joan Espasa , Mateu Villaret
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