Rubik's Cube

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Most implemented papers archive 2025-07-28

17 shown of 17 papers with code (37 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Model Rubik's Cube: Twisting Resolution, Depth and Width for TinyNets
  28 Oct 2020 9 repositories listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  To this end, we summarize a tiny formula for downsizing neural architectures through a series of smaller models derived from the EfficientNet-B0 with the FLOPs constraint.
• Solving the Rubik's Cube Without Human Knowledge
  18 May 2018 9 repositories listed Syntology ran 4 of 4 samples · 0 unverified · 4 pointer-only (licence)
  A generally intelligent agent must be able to teach itself how to solve problems in complex domains with minimal human supervision.
• A Practical Method for Constructing Equivariant Multilayer Perceptrons for Arbitrary Matrix Groups
  19 Apr 2021 4 repositories listed Syntology ran 1 of 10 samples · 9 unverified
  Symmetries and equivariance are fundamental to the generalization of neural networks on domains such as images, graphs, and point clouds.
• Levin Tree Search with Context Models
  26 May 2023 2 repositories listed
  Levin Tree Search (LTS) is a search algorithm that makes use of a policy (a probability distribution over actions) and comes with a theoretical guarantee on the number of expansions before reaching a goal node,…
• Solving Rubik's Cube with a Robot Hand
  16 Oct 2019 2 repositories listed
  We demonstrate that models trained only in simulation can be used to solve a manipulation problem of unprecedented complexity on a real robot.
• A Machine Learning Approach That Beats Large Rubik's Cubes
  18 Feb 2025 1 repository listed
  The paper proposes a novel machine learning-based approach to the pathfinding problem on extremely large graphs.
• Wormhole Memory: A Rubik's Cube for Cross-Dialogue Retrieval
  24 Jan 2025 1 repository listed
  In view of the gap in the current large language model in sharing memory across dialogues, this research proposes a wormhole memory module (WMM) to realize memory as a Rubik's cube that can be arbitrarily retrieved…
• Learning Discrete World Models for Heuristic Search
  14 Sep 2024 1 repository listed
  While model-based reinforcement learning methods learn world models that can then be used for planning, such approaches are limited by errors that accumulate when the model is applied across many timesteps as well as…
• Flow of Reasoning:Training LLMs for Divergent Problem Solving with Minimal Examples
  9 Jun 2024 1 repository listed Syntology ran 11 of 15 samples · 4 unverified
  To fill this gap, we propose Flow of Reasoning (FoR), an efficient diversity-seeking LLM finetuning method aimed at improving reasoning quality and diversity with minimal data.
• A Rubik's Cube inspired approach to Clifford synthesis
  17 Jul 2023 1 repository listed
  The problem of decomposing an arbitrary Clifford element into a sequence of Clifford gates is known as Clifford synthesis.
• Learning Symmetric Rules with SATNet
  28 Jun 2022 1 repository listed
  SATNet is a differentiable constraint solver with a custom backpropagation algorithm, which can be used as a layer in a deep-learning system.
• Fast and Precise: Adjusting Planning Horizon with Adaptive Subgoal Search
  1 Jun 2022 1 repository listed
  Complex reasoning problems contain states that vary in the computational cost required to determine a good action plan.
• AlphaZero-Inspired Game Learning: Faster Training by Using MCTS Only at Test Time
  28 Apr 2022 1 repository listed
  Recently, the seminal algorithms AlphaGo and AlphaZero have started a new era in game learning and deep reinforcement learning.
• Subgoal Search For Complex Reasoning Tasks
  25 Aug 2021 1 repository listed
  In this paper, we implement kSubS using a transformer-based subgoal module coupled with the classical best-first search framework.
• Self-Supervision is All You Need for Solving Rubik's Cube
  6 Jun 2021 1 repository listed
  Existing combinatorial search methods are often complex and require some level of expertise.
• ProjectionPathExplorer: Exploring Visual Patterns in Projected Decision-Making Paths
  20 Jan 2020 1 repository listed
  In problem-solving, a path towards solutions can be viewed as a sequence of decisions.
• Color Recognition for Rubik's Cube Robot
  11 Jan 2019 1 repository listed
  We finally design a Rubik's cube robot and construct a dataset to illustrate the efficiency and effectiveness of our online methods and to indicate the ineffectiveness of offline method by color drifting in our dataset.

Syntology lines on 4 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.