Open reference record

MineRL 2019 Human Demonstrations

Human Minecraft demonstrations with recorded video, actions, rewards, and simulator-aligned state for imitation and reinforcement learning research.

Creator
MineRL Team
Access
Open external archive
License
MIT License
Commercial use
Requires use-specific rights review
Record reviewed
2026-07-24

Scale and delivery

60M+ annotated state-action pairs reported in the paper

Formats
Compressed MineRL archives, MineRL Python data pipeline
Timebase
Sequential simulator-aligned trajectories

Modalities

  • RGB video
  • Keyboard and mouse actions
  • Rewards
  • Simulator state

Observations

  • Player-view pixels
  • Inventory and environment observations in supported tasks

Actions

  • Keyboard controls
  • Mouse movement
  • Inventory interaction

State

  • Task-specific simulator state
  • Inventory
  • Position and game variables

Outcomes

  • Reward
  • Task progress
  • Terminal state

Rights note

The Zenodo record labels the archive MIT. That label does not grant trademark rights or replace review of Minecraft terms, third-party rights, and the intended commercial use.

Preferred citation

Guss et al. MineRL: A Large-Scale Dataset of Minecraft Demonstrations. IJCAI 2019.

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