Course details

8.3578

Emergent Behaviors in a Multi-Agent System with Reinforcement Learning

SP
WS 2023 Dr. Elia Bruni, Julius Mayer OFFLINE
6h/wk
12 ECTS
M.Sc modules:
CC-MP-SP - Study Project
CS-MP-SP - Study Project
Tue: 15-18
Thu: 15-18

In this study project, the group will work together to develop a multi-agent system to simulate a microcosm of simple artificial organisms in a standard foraging scenario, trained with reinforcement learning. Emergent properties and dynamics between populations of agents, e.g. language, cooperation, and group strategies can be further explored and selected as research objectives. Prerequisites are competence in programming and either basic experience with simulation frameworks such as Unity or MuJoCo or basic knowledge of ML / RL.