

DIAMOND
Overview :
DIAMOND (DIffusion As a Model Of eNvironment Dreams) is a reinforcement learning agent trained in a diffusion world model for visually-rich worlds crucial to Atari games. Trained on a subset of Atari games using autoregressive imagination, it offers quick installation and allows users to experiment with pre-trained world models.
Target Users :
DIAMOND is targeted towards machine learning researchers, reinforcement learning enthusiasts, and developers interested in artificial intelligence applications in gaming. The DIAMOND model can help them understand and apply diffusion models in reinforcement learning, as well as how to leverage autoregressive imagination to enhance game strategies.
Use Cases
Researchers utilize the DIAMOND model for strategy training and evaluation in Atari games.
Developers leverage DIAMOND for autoregressive imagination of game environments to improve AI agents.
Educators employ DIAMOND as a teaching case study, demonstrating reinforcement learning applications in real-world problems.
Features
Autoregressive imagination applied to a subset of Atari games
Quick installation and experimentation with pre-trained world models
Environment configuration using miniconda or python venv
Supports various control methods, such as pressing 'm' to gain control
Allows adjustment of diffusion world model sampling parameters
Provides visualization and dataset modes to browse and replay stored episodes
How to Use
Clone or download the DIAMOND code repository to your local machine.
Configure the development environment using miniconda or python venv as per the provided installation guidelines.
Install the required dependencies, such as Python 3.10 and other libraries.
Run the pre-trained world model to observe the agent's performance.
Use the provided controls, such as pressing 'm', to gain control and interact.
Adjust the diffusion world model sampling parameters to optimize performance.
Leverage the visualization and dataset modes to analyze and replay game episodes.
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