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Given user consent decisions, the agent updates the prior µ to form interim beliefs as follows. This update is carried out independently for each user i. Our simulator was built upon RecSim (21) (source code at https://github.com/emiehling/ The high-level architecture of our simulator is illustrated in Figure 1 of Section 4. Additional details (with references to objects in the source code) are provided below. The advertisement sampler object (AdvertisementSampler) defines the distribution of each ad feature, here assumed to simply be the ad's topic.