Search Results for author: Johannes Treutlein

Found 3 papers, 2 papers with code

COLA: Consistent Learning with Opponent-Learning Awareness

1 code implementation8 Mar 2022 Timon Willi, Alistair Letcher, Johannes Treutlein, Jakob Foerster

Finally, in an empirical evaluation on a set of general-sum games, we find that COLA finds prosocial solutions and that it converges under a wider range of learning rates than HOLA and LOLA.

Normative Disagreement as a Challenge for Cooperative AI

no code implementations27 Nov 2021 Julian Stastny, Maxime Riché, Alexander Lyzhov, Johannes Treutlein, Allan Dafoe, Jesse Clifton

However, the mixed-motive environments typically studied have a single cooperative outcome on which all agents can agree.

A New Formalism, Method and Open Issues for Zero-Shot Coordination

1 code implementation11 Jun 2021 Johannes Treutlein, Michael Dennis, Caspar Oesterheld, Jakob Foerster

We introduce an extension of the algorithm, other-play with tie-breaking, and prove that it is optimal in the LFC problem and an equilibrium in the LFC game.

Multi-agent Reinforcement Learning

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