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Probability

  • The Gumbel‑Max Trick Made Intuitive

    The Gumbel‑Max Trick Made Intuitive

    When we work with machine learning models, we constantly turn probabilities into discrete choices. Which ad do we show? Which action do we sample in a reinforcement learning policy? Which word comes next in a language model? All these problems share the same core operation: We have a list of options, each with an associated…