Environments | Description | Algorithms |
3DBall: 3D Balance Ball | A balance-ball task, where the agent balances the ball on it’s head. | PPO & SAC |
GridWorld | A multi-goal version of the grid-world task. Scene contains agent, goal, and obstacles. The agent must navigate the grid to the appropriate goal while avoiding the obstacles. | PPO & SAC |
PushBlock | A platforming environment where the agent can push a block around. | Imitation & PPO & SAC |
Wall Jump | A platforming environment where the agent can jump over a wall. | PPO & SAC |
Crawler | A creature with 4 arms and 4 forearms. | Imitation & PPO & SAC |
Worm | A worm with a head and 3 body segments. | PPO & SAC |
Food Collector | A multi-agent environment where agents compete to collect food. | PPO & SAC |
Hallway | Environment where the agent needs to find information in a room, remember it, and use it to move to the correct goal. | Imitation & PPO & SAC |
Soccer Twos | Environment where four agents compete in a 2 vs. 2 toy soccer game. | MA-POCA |
Strikers Vs. Goalie | Environment where two agents compete in a 2 vs. 1 soccer variant. | PPO & SAC |
Walker | Physics-based Humanoid agents with 26 degrees of freedom. The agents must move its body toward the goal direction without falling. | PPO & SAC |
Pyramids | Environment where the agent needs to press a button to spawn a pyramid, then navigate to the pyramid, knock it over, and move to the gold brick at the top. | Imitation & PPO & SAC |
Match 3 | Simple match-3 game. Matched pieces are removed, and remaining pieces drop down. New pieces are spawned randomly at the top, with a chance of being “special”. | PPO |
Sorter | The Agent is in a circular room with numbered tiles placed randomly. The agent visits all the tiles in ascending order. | PPO |
Cooperative Push Block | Similar to Push Block, the agents are in an area with blocks that need to be pushed into a goal. | MA-POCA |
Dungeon Escape | Agents are trapped in a dungeon with a dragon, and must work together to escape. The goal is to unlock the dungeon door and leave. | MA-POCA |