Papers by David Speck
Learning to request guidance in emergent language (D19-64)
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Benjamin Kolb, Leon Lang, Henning Bartsch, Arwin Gansekoele, Raymond Koopmanschap, Leonardo Romor, David Speck, Mathijs Mul, Elia Bruni
| Challenge: | Previous research into agent communication has shown that a pre-trained guide can speed up the learning process of an imitation learning agent. |
| Approach: | They extend one-directional communication by a one-bit communication channel from the learner back to the guide and limit the guidance by penalizing the learners for these requests. |
| Outcome: | The proposed guide can speed up the learning process of an imitation learning agent by providing the learner with discrete messages in an emerged language about how to solve the task. |