Links to papers and projects
Here you can find useful links to the presentations, code and papers of the finalists in previous MineRL competitions, as well as other publications and projects that use MineRL.
To see all papers that cite MineRL, check Google Scholar. You can also create alerts there to get notified whenever a new citation appears.
If you want to add your paper/project here, do not hesitate to create a pull request in the main repository!
Presentations
MineRL papers
The MineRL 2019 Competition on Sample Efficient Reinforcement Learning using Human Priors
Retrospective Analysis of the 2019 MineRL Competition on Sample Efficient Reinforcement Learning
The MineRL 2020 Competition on Sample Efficient Reinforcement Learning using Human Priors
Towards robust and domain agnostic reinforcement learning competitions: MineRL 2020
2019 competitor code/papers
2020 competitor code/papers
Other papers that use the MineRL environment
PiCoEDL: Discovery and Learning of Minecraft Navigation Goals from Pixels and Coordinates (CVPR Embodied AI Workshop, 2021)
Universal Value Iteration Networks: When Spatially-Invariant Is Not Universal (AAAI, 2020)
Multi-task curriculum learning in a complex, visual, hard-exploration domain: Minecraft
Follow up paper from the #1 team in 2019 (obtains diamond): paper, code.
Align-RUDDER: Learning From Few Demonstrations by Reward Redistribution (obtains diamond): paper, code.
IGLU: Interactive Grounded Language Understanding in a Collaborative Environment: paper (NEURIPS, 2022)