Dynamically Aggregating Diverse Information
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Abstract (arXiv)
An agent has access to multiple information sources, each of which provides information about a different attribute of an unknown state. Information is acquired continuously -- where the agent chooses both which sources to sample from, and also how to allocate attention across them -- until an endogenously chosen time, at which point a decision is taken. We provide an exact characterization of the optimal information acquisition strategy under weak conditions on the agent's prior belief about the different attributes. We then apply this characterization to derive new results regarding: (1) endogenous information acquisition for binary choice, (2) strategic information provision by biased news sources, and (3) the dynamic consequences of attention manipulation.
Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). First posted on arXiv 15 Oct 2019.
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Citing papers per year: 2022: 2; 2023: 0; 2024: 0; 2025: 1; 2026: 2.
5 papers.
- 2022Optimal Best Arm Identification in Two-Armed Bandits with a Fixed Budget under a Small Gapcited by 4
- 2022Best Arm Identification with Contextual Information under a Small Gapcited by 3
- 2025Pricing Access to Dynamic Information Servicescited by 1
- 2026All Substitution Is Localcited by 0
- 2026When Do Intrinsic Rewards Lead to Exploration?cited by 0
- 2026When Do Intrinsic Rewards Lead to Exploration?1 Oct 2026
- 2026All Substitution Is Local1 Apr 2026
- 2025Pricing Access to Dynamic Information Services10 Oct 2025
- 2022Best Arm Identification with Contextual Information under a Small Gap15 Sep 2022
- 2022Optimal Best Arm Identification in Two-Armed Bandits with a Fixed Budget under a Small Gap12 Jan 2022