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In multi-agent systems, non-stationarity in multi-agent learning refers to each agent's environment keeps changing because other agents are learning too, which breaks the stationarity assumptions of single-agent methods. This meaning comes from Hernandez-Leal (2017) in arXiv.[1]
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