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- W3155393822 abstract "We introduce two methods for improving the performance of agents meeting for the first time to accomplish a communicative task. The methods are: (1) `message mutation' during the generation of the communication protocol; and (2) random permutations of the communication channel. These proposals are tested using a simple two-player game involving a `teacher' who generates a communication protocol and sends a message, and a `student' who interprets the message. After training multiple agents via self-play we analyse the performance of these agents when they are matched with a stranger, i.e. their zero-shot communication performance. We find that both message mutation and channel permutation positively influence performance, and we discuss their effects." @default.
- W3155393822 created "2021-04-26" @default.
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- W3155393822 date "2021-04-19" @default.
- W3155393822 modified "2023-09-26" @default.
- W3155393822 title "Learning to Communicate with Strangers via Channel Randomisation Methods." @default.
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