Skip to content
master
Switch branches/tags
Code

Latest commit

 

Git stats

Files

Permalink
Failed to load latest commit information.
Type
Name
Latest commit message
Commit time
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Multi-Agent Probabilistic Recursive Reasoning (MAPR2)

Multi-Agent Probabilistic Recursive Reasoning is a multi-agent reinforcement learning framework. The algorithms are based on the paper PROBABILISTIC RECURSIVE REASONING FOR MULTI-AGENT REINFORCEMENT LEARNING in ICLR 2019.

The learning path of PR2-AC in differential game:

PR2AC

Local Installation

To get the environment installed correctly, you will first need to clone rllab, and have its path added to your PYTHONPATH environment variable.

  1. Clone rllrb
cd <installation_path_of_your_choice>
git clone https://github.com/rll/rllab.git
cd rllab
git checkout b3a28992eca103cab3cb58363dd7a4bb07f250a0
sudo pip3 install -e .
  1. Intsall other dependencies
sudo pip3 install joblib,path.py,gtimer,theano,keras,tensorflow,gym, tensorflow_probability
  1. Intsall maci
cd maci
sudo pip3 install -e .

Implemented Algorithms

  • PR2-AC/Q
  • DDPG
  • DDPG with Opponent Modelling
  • DDPG with Symplectic Gradient Adjustment Optimization
  • MADDPG
  • MASQL
  • IGA
  • WoLF-IGA/PHC
  • LOLA-Exact

About

No description, website, or topics provided.

Resources

License

Releases

No releases published

Packages

No packages published

Languages