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• W2986543994 abstract "Previous research into agent communication has shown that a pre-trained guide can speed up the learning process of an imitation learning agent. The guide achieves this by providing the agent with discrete messages in an emerged language about how to solve the task. We extend this one-directional communication by a one-bit communication channel from the learner back to the guide: It is able to ask the guide for help, and we limit the guidance by penalizing the learner for these requests. During training, the agent learns to control this gate based on its current observation. We find that the amount of requested guidance decreases over time and guidance is requested in situations of high uncertainty. We investigate the agent’s performance in cases of open and closed gates and discuss potential motives for the observed gating behavior." @default.
• W2986543994 created "2019-11-22" @default.
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• W2986543994 date "2019-01-01" @default.
• W2986543994 modified "2023-09-24" @default.
• W2986543994 title "Learning to request guidance in emergent language" @default.
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• W2986543994 doi "https://doi.org/10.18653/v1/d19-6407" @default.
• W2986543994 hasPublicationYear "2019" @default.
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