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BY571 committed Sep 30, 2024
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### Robots
Robots utilized for our experiments. Building instructions can be found [here](https://sites.google.com/view/bricksrl/building-instructions).
Robots utilized for our experiments. Building instructions can be found [here](https://bricksrl.github.io/ProjectPage/).
| ![2wheeler](https://drive.google.com/uc?export=view&id=1IxqQ1VZchPZMNXyZnTULuNy53-LMYT6W) | ![Walker](https://drive.google.com/uc?export=view&id=1ImR0f1UNjC4sUHXWWg_D06eukrh-doW9) | ![RoboArm](https://drive.google.com/uc?export=view&id=1IYCJrl5rZBvOb6xKwbSUZqYrVwKjCpJH) |
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<details>
<summary>Click me</summary>

Evaluation videos of the trained agents can be found [here](https://sites.google.com/view/bricksrl/main).
Evaluation videos of the trained agents can be found [here](https://bricksrl.github.io/ProjectPage/).

### 2Wheeler Results:

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### Offline RL
<details>
<summary>Click me</summary>
With the use of precollected [offline datasets]() we can pretrain agents with offline RL to perform a task without the need of real world interaction. Such pretrained policies can be evaluated directly or used for later training to fine tuning the pretrained policy on the real robot.
With the use of precollected [offline datasets](https://huggingface.co/datasets/compsciencelab/BricksRL-Datasets) we can pretrain agents with offline RL to perform a task without the need of real world interaction. Such pretrained policies can be evaluated directly or used for later training to fine tuning the pretrained policy on the real robot.

#### Datasets
The datasets can be downloaded from huggingface and contain expert and random transitions for the 2Wheeler (RunAway-v0 and Spinning-v0), Walker (Walker-v0) and RoboArm (RoboArm-v0) robots.
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