Minecraft

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

No dataset record in the archive lists this task.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 94 papers with code (236 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.

• Mastering Diverse Domains through World Models
  10 Jan 2023 7 repositories listed Syntology ran 21 of 34 samples · 13 unverified
  Developing a general algorithm that learns to solve tasks across a wide range of applications has been a fundamental challenge in artificial intelligence.
• CraftAssist: A Framework for Dialogue-enabled Interactive Agents
  19 Jul 2019 4 repositories listed Syntology ran 0 of 12 samples · 12 unverified · 12 pointer-only (licence)
  This paper describes an implementation of a bot assistant in Minecraft, and the tools and platform allowing players to interact with the bot and to record those interactions.
• MineDojo: Building Open-Ended Embodied Agents with Internet-Scale Knowledge
  17 Jun 2022 3 repositories listed Syntology ran 9 of 28 samples · 19 unverified
  Autonomous agents have made great strides in specialist domains like Atari games and Go.
• Sample Efficient Reinforcement Learning through Learning from Demonstrations in Minecraft
  12 Mar 2020 3 repositories listed Syntology ran 0 of 5 samples · 5 unverified
  Sample inefficiency of deep reinforcement learning methods is a major obstacle for their use in real-world applications.
• Teacher-Student Curriculum Learning
  1 Jul 2017 3 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  We propose Teacher-Student Curriculum Learning (TSCL), a framework for automatic curriculum learning, where the Student tries to learn a complex task and the Teacher automatically chooses subtasks from a given set for…
• Open-World Multi-Task Control Through Goal-Aware Representation Learning and Adaptive Horizon Prediction
  21 Jan 2023 2 repositories listed Syntology ran 5 of 7 samples · 2 unverified · 7 pointer-only (licence)
  We study the problem of learning goal-conditioned policies in Minecraft, a popular, widely accessible yet challenging open-ended environment for developing human-level multi-task agents.
• Temporally Consistent Transformers for Video Generation
  5 Oct 2022 2 repositories listed
  To generate accurate videos, algorithms have to understand the spatial and temporal dependencies in the world.
• Video PreTraining (VPT): Learning to Act by Watching Unlabeled Online Videos
  23 Jun 2022 2 repositories listed Syntology ran 2 of 2 samples · 0 unverified
  Pretraining on noisy, internet-scale datasets has been heavily studied as a technique for training models with broad, general capabilities for text, images, and other modalities.
• NovelCraft: A Dataset for Novelty Detection and Discovery in Open Worlds
  23 Jun 2022 2 repositories listed
  In order for artificial agents to successfully perform tasks in changing environments, they must be able to both detect and adapt to novelty.
• Clockwork Variational Autoencoders
  18 Feb 2021 2 repositories listed
  We introduce the Clockwork VAE (CW-VAE), a video prediction model that leverages a hierarchy of latent sequences, where higher levels tick at slower intervals.
• Deep Recurrent Q-Learning vs Deep Q-Learning on a simple Partially Observable Markov Decision Process with Minecraft
  11 Mar 2019 2 repositories listed
  Deep Q-Learning has been successfully applied to a wide variety of tasks in the past several years.
• Matrix-Game: Interactive World Foundation Model
  23 Jun 2025 1 repository listed
  To evaluate performance, we develop GameWorld Score, a unified benchmark measuring visual quality, temporal quality, action controllability, and physical rule understanding for Minecraft world generation.
• TransDreamerV3: Implanting Transformer In DreamerV3
  20 Jun 2025 1 repository listed
  This paper introduces TransDreamerV3, a reinforcement learning model that enhances the DreamerV3 architecture by integrating a transformer encoder.
• Toward Memory-Aided World Models: Benchmarking via Spatial Consistency
  29 May 2025 1 repository listed
  Four representative world model baselines are evaluated on our benchmark.
• MineAnyBuild: Benchmarking Spatial Planning for Open-world AI Agents
  26 May 2025 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  In this work, we take a step further to build a comprehensive benchmark called MineAnyBuild, aiming to evaluate the spatial planning ability of open-world AI agents in the Minecraft game.
• BAR: A Backward Reasoning based Agent for Complex Minecraft Tasks
  20 May 2025 1 repository listed
  To this end, we leverage backward reasoning and make the planning starting from the terminal state, which can directly achieve the task goal in one step.
• BeliefNest: A Joint Action Simulator for Embodied Agents with Theory of Mind
  18 May 2025 1 repository listed
  This paper introduces an open-source simulator, BeliefNest, designed to enable embodied agents to perform collaborative tasks by leveraging Theory of Mind.
• WALL-E 2.0: World Alignment by NeuroSymbolic Learning improves World Model-based LLM Agents
  22 Apr 2025 1 repository listed
  In ALFWorld, it achieves a new record 98% success rate after only 4 iterations.
• AssistanceZero: Scalably Solving Assistance Games
  9 Apr 2025 1 repository listed
  We present the first scalable approach to solving assistance games and apply it to a new, challenging Minecraft-based assistance game with over 10⁴⁰⁰ possible goals.
• Enabling Rapid Shared Human-AI Mental Model Alignment via the After-Action Review
  25 Mar 2025 1 repository listed
  In this work, we present two novel contributions toward improving research in human-machine teaming (HMT): 1) a Minecraft testbed to accelerate testing and deployment of collaborative AI agents and 2) a tool to allow…
• Parallelized Planning-Acting for Efficient LLM-based Multi-Agent Systems
  5 Mar 2025 1 repository listed Syntology ran 0 of 4 samples · 4 unverified
  Recent advancements in Large Language Model(LLM)-based Multi-Agent Systems(MAS) have demonstrated remarkable potential for tackling complex decision-making tasks.
• GATE: Graph-based Adaptive Tool Evolution Across Diverse Tasks
  20 Feb 2025 1 repository listed
  Large Language Models (LLMs) have shown great promise in tool-making, yet existing frameworks often struggle to efficiently construct reliable toolsets and are limited to single-task settings.
• Integrating Reinforcement Learning, Action Model Learning, and Numeric Planning for Tackling Complex Tasks
  18 Feb 2025 1 repository listed
  We used the Numeric Safe Action Model Learning (NSAM) algorithm to learn a numeric domain model and solve new problems with the learned domain model and a numeric planner.
• Plancraft: an evaluation dataset for planning with LLM agents
  30 Dec 2024 1 repository listed
  We present Plancraft, a multi-modal evaluation dataset for LLM agents.
• MineStudio: A Streamlined Package for Minecraft AI Agent Development
  24 Dec 2024 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  Minecraft has emerged as a valuable testbed for embodied intelligence and sequential decision-making research, yet the development and validation of novel agents remains hindered by significant engineering challenges.
• TeamCraft: A Benchmark for Multi-Modal Multi-Agent Systems in Minecraft
  6 Dec 2024 1 repository listed Syntology ran 8 of 10 samples · 2 unverified
  Collaboration is a cornerstone of society.
• APT: Architectural Planning and Text-to-Blueprint Construction Using Large Language Models for Open-World Agents
  26 Nov 2024 1 repository listed
  We present APT, an advanced Large Language Model (LLM)-driven framework that enables autonomous agents to construct complex and creative structures within the Minecraft environment.
• ViSTa Dataset: Do vision-language models understand sequential tasks?
  20 Nov 2024 1 repository listed
  To this end, we introduce ViSTa, a dataset for evaluating Vision-based understanding of Sequential Tasks.
• MCPDial: A Minecraft Persona-driven Dialogue Dataset
  29 Oct 2024 1 repository listed
  We propose a novel approach that uses large language models (LLMs) to generate persona-driven conversations between Players and Non-Player Characters (NPC) in games.
• ROCKET-1: Mastering Open-World Interaction with Visual-Temporal Context Prompting
  23 Oct 2024 1 repository listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  Using this approach, we train ROCKET-1, a low-level policy that predicts actions based on concatenated visual observations and segmentation masks, supported by real-time object tracking from SAM-2.

Syntology lines on 12 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.