Brandon Houghton
Publications by Year
Research Areas
Reinforcement Learning in Robotics, Robot Manipulation and Learning, Machine Learning and Data Classification, Adversarial Robustness in Machine Learning, Explainable Artificial Intelligence (XAI)
Most-Cited Works
- → MineRL: A Large-Scale Dataset of Minecraft Demonstrations(2019)93 cited
- → Video PreTraining (VPT): Learning to Act by Watching Unlabeled Online Videos(2022)50 cited
- → The MineRL 2019 Competition on Sample Efficient Reinforcement Learning using Human Priors(2019)47 cited
- → OpenAI o1 System Card(2024)34 cited
- → The MineRL 2020 Competition on Sample Efficient Reinforcement Learning using Human Priors(2021)14 cited
- → Multi-task curriculum learning in a complex, visual, hard-exploration domain: Minecraft(2021)9 cited
- → Retrospective Analysis of the 2019 MineRL Competition on Sample Efficient Reinforcement Learning(2020)8 cited
- The MineRL Competition on Sample-Efficient Reinforcement Learning Using Human Priors: A Retrospective(2020)
- → Guaranteeing Reproducibility in Deep Learning Competitions(2020)4 cited