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  1. Interaction history as a source of compositionality in emergent communication.Tomasz Korbak, Julian Zubek, Łukasz Kuciński, Piotr Miłoś & Joanna Rączaszek-Leonardi - 2021 - Interaction Studies 22 (2):212-243.
    In this paper, we explore interaction history as a particular source of pressure for achieving emergent compositional communication in multi-agent systems. We propose a training regime implementing template transfer, the idea of carrying over learned biases across contexts. In the presented method, a sender-receiver dyad is first trained with a disentangled pair of objectives, and then the receiver is transferred to train a new sender with a standard objective. Unlike other methods, the template transfer approach does not require imposing inductive (...)
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  • Pyow-Hack: Ordered Compositions in Lewis-Skyrms Signaling Games.Nathan Gabriel - forthcoming - Erkenntnis:1-20.
    This paper presents a Lewis-Skyrms signaling game that can exhibit a type of compositionality novel to the signaling game literature. The structure of the signaling game is motivated by an analogy to the alarm calls of putty-nosed monkeys (Cercopithecus nictitans). Putty-nosed monkeys display a compositional system of alarm calls with a semantics that is sensitive to the ordering of terms. This sensitivity to the ordering of terms has not been previously modeled with a Lewis-Skyrms signaling game literature. Signaling games are (...)
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  • Language games and the emergence of discourse.Jeffrey A. Barrett & Jacob VanDrunen - 2022 - Synthese 200 (2):1-15.
    Wittgenstein used the notion of a language game to illustrate how language is interwoven with action. Here we consider how successful linguistic discourse of the sort he described might emerge in the context of a self-assembling evolutionary game. More specifically, we consider how discourse and coordinated action might self-assemble in the context of two generalized signaling games. The first game shows how prospective language users might learn to initiate meaningful discourse. The second shows how more subtle varieties of discourse might (...)
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