Nettet18. okt. 2024 · Learning With Opponent-Learning Awareness (LOLA) (Foerster et al. [2024a]) is a multi-agent reinforcement learning algorithm that typically learns reciprocity-based cooperation in partially competitive environments. However, LOLA often fails to learn such behaviour on more complex policy spaces parameterized by neural … NettetLearning With Opponent-Learning Awareness (LOLA) (Foerster et al. [2024a]) is a multi-agent reinforcement learning algorithm that typically learns reciprocity-based cooperation in partially competitive environments. However, LOLA often fails to learn such behaviour on more complex policy spaces parameterized by neural networks, partly …

Learning with opponent-learning awareness - openai.com

Nettet21. apr. 2024 · Learning with Opponent-Learning Awareness. In Proceedings of the 17th International Conference on Autonomous Agents and MultiAgent Systems (Stockholm, Sweden) (AAMAS ’18) . Nettet8. mar. 2024 · Learning in general-sum games can be unstable and often leads to socially undesirable, Pareto-dominated outcomes. To mitigate this, Learning with Opponent-Learning Awareness (LOLA) introduced opponent shaping to this setting, by accounting for the agent's influence on the anticipated learning steps of other agents. maxisafe coverall

COLA: Consistent Learning with Opponent-Learning Awareness

Nettet19. jun. 2024 · Recent advances in multi-agent learning approaches have introduced the idea of learning with opponent learning awareness [ 12 ], or, in other words, an … NettetWilli, T., Letcher, A.H., Treutlein, J. & Foerster, J.. (2024). COLA: Consistent Learning with Opponent-Learning Awareness. Proceedings of the 39th International … NettetIn all these settings the presence of multiple learning agents renders the training problem non-stationary and often leads to unstable training or undesired final results. We present Learning with Opponent-Learning Awareness (LOLA), a method in which each agent shapes the anticipated learning of the other agents in the environment. herobrine teacher