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Study Project: Emergent behaviors in a multi-agent system with reinforcement learning (Part II)

8.3578

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Beschreibung

In this study project, the group will work together to further develop a multi-agent system. The multi-agent system simulates a microcosm of simple artificial organisms (agents) in a puzzle-foraging scenario, trained with reinforcement learning. We make use of DeepMind’s MuJoCo physics engine to investigate emergent properties and dynamics between populations of agents, e.g. language, cooperation, and strategies.

Note: This course can be attended by students starting new with their 1st part of a 2-semester study project in SS23, and students continuing their study project course from the previous semester. There is also a separate 1-semester interdisciplinary seminar accompanying the study project. Due to the high demand for last semester’s study project with the same topic, new students will be given the chance to join the current project group with the same topic for another two semesters. Prerequisites are competence in programming and either basic experience with simulation frameworks such as Unity or MuJoCo or basic knowledge of ML / RL. However, please note that due to the high demand, only a limited amount of new students can be admitted.

We have received a high volume of interest in this project and to that end, we are compelled to conduct a selection process to provide a meaningful organization and supervision for all participants. As part of the selection process, we will be requesting applicants to submit a brief essay that introduces themselves and their motivation for participating in the project. This will help us to better understand each candidate and determine the best fit for the program. More information on that will be announced around two weeks before the course starts. While I cannot guarantee your acceptance into the study project at this time, I encourage you to apply with regard to the course prerequisites.

Weitere Angaben

Ort: (50/403): Di. 14:00 - 17:00 (13x), 50/E07: Mi. 16:30 - 18:30 (14x)
Zeiten: Di. 14:00 - 17:00 (wöchentlich), Mi. 16:30 - 18:30 (wöchentlich)
Erster Termin: Mittwoch, 12.04.2023 16:30 - 18:30, Ort: 50/E07
Veranstaltungsart: Studienprojekt (Offizielle Lehrveranstaltungen)

Studienbereiche

  • Cognitive Science > Master-Programm