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  • title: No-Regret Learning with Unbounded Losses: The Case of Logarithmic Pooling
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            No-Regret Learning with Unbounded Losses: The Case of Logarithmic Pooling
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            No-Regret Learning with Unbounded Losses: The Case of Logarithmic Pooling

            Dec 10, 2023

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            Eric Neyman

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            Tim Roughgarden

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            About

            For each of T time steps, m experts report probability distributions over n outcomes; we wish to learn to aggregate these forecasts in a way that attains a no-regret guarantee. We focus on the fundamental and practical aggregation method known as *logarithmic pooling* – a weighted average of log odds – which is in a certain sense the optimal choice of pooling method if one is interested in minimizing log loss (as we take to be our loss function). We consider the problem of learning the best set…

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            NeurIPS 2023

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