Mar 12, 2020 · In this work, we show how human demonstrations can improve final performance of agents on the Minecraft minigame ObtainDiamond with only 8M ...

Imitation learning is a promising method to address such hard exploration tasks. In this work, we propose a training pipeline that utilizes human demonstrations ...

Mar 12, 2020 · This work shows how human demonstrations can improve final performance of agents on the Minecraft minigame ObtainDiamond with only 8M frames of environment ...

In this work, we propose a training pipeline that utilizes human demonstrations to bootstrap reinforcement learning. Agents are represented as neural networks ...

Mar 12, 2020 · In this work, we show how human demonstrations can improve final performance of agents on the Minecraft minigame ObtainDiamond with only 8M ...

Aug 20, 2020 · The sample-efficient reinforcement learning challenge is back and even better thanks to an additional dataset, structural changes that we see contributing to a ...

In this work, we show how human demonstrations can improve final performance of agents on the Minecraft minigame ObtainDiamond with only 8M frames of ...

At the end of each round, competitors submit containerized versions of their learning algorithms to the AIcrowd platform where they are trained from scratch on ...

Jul 31, 2019 · Competition Overview. Though deep reinforcement learning has led to breakthroughs in many difficult do- mains, these successes have required ...

We identify common high-level approaches — such as leveraging human demonstrations and using hierarchical reinforcement learning — used in many of the top ...