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Privacy-preserving Information Sharing in Oligopoly Competitions

来源: arxiv_cs_cr · 发布时间 2026-06-01 22:58 (UTC+08:00) · 抓取时间 2026-06-02 19:10 (UTC+08:00)

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摘要

Information sharing among competing suppliers can improve decision-making under uncertainty, yet strategic concerns regarding rival exploitation often deter voluntary disclosure. We study information-sharing mechanisms in a Cournot oligopoly with uncertain demand, where a platform aggregates suppliers' signals through privacy-preserving channels and may also possess an exogenous external signal. The central challenge is to balance strategic safety with informational utility: privacy noise reduces the exposure of individual signals, but also lowers the value of the shared information pool. We first characterize a baseline setting in which access to aggregated information is contingent on participation. In a two-firm market without an external signal, firms refuse to share regardless of the privacy level. In an \(n\)-firm market, sharing may arise even without privacy safeguards because non-participating firms lose access to the aggregated signal. Building on this baseline, we show that privacy protection alone is insufficient to incentivize disclosure; it must be combined with a sufficiently informative external signal. We further show that firms with more accurate private signals require stronger privacy protection. Overall, our results characterize the sharing-feasible region and highlight the complementarity between privacy design and the external information environment.

正文

Information sharing among competing suppliers can improve decision-making under uncertainty, yet strategic concerns regarding rival exploitation often deter voluntary disclosure. We study information-sharing mechanisms in a Cournot oligopoly with uncertain demand, where a platform aggregates suppliers' signals through privacy-preserving channels and may also possess an exogenous external signal. The central challenge is to balance strategic safety with informational utility: privacy noise reduces the exposure of individual signals, but also lowers the value of the shared information pool. We first characterize a baseline setting in which access to aggregated information is contingent on participation. In a two-firm market without an external signal, firms refuse to share regardless of the privacy level. In an \(n\)-firm market, sharing may arise even without privacy safeguards because non-participating firms lose access to the aggregated signal. Building on this baseline, we show that privacy protection alone is insufficient to incentivize disclosure; it must be combined with a sufficiently informative external signal. We further show that firms with more accurate private signals require stronger privacy protection. Overall, our results characterize the sharing-feasible region and highlight the complementarity between privacy design and the external information environment. Authors: Yuxin Liu, M. Amin Rahimian Categories: econ.TH, cs.CR, cs.CY, cs.GT PDF: https://arxiv.org/pdf/2606.02348v1

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  "arxiv_id": "2606.02348v1",
  "authors": [
    "Yuxin Liu",
    "M. Amin Rahimian"
  ],
  "categories": [
    "econ.TH",
    "cs.CR",
    "cs.CY",
    "cs.GT"
  ],
  "comment": null,
  "doi": null,
  "entry_id": "https://arxiv.org/abs/2606.02348v1",
  "pdf_url": "https://arxiv.org/pdf/2606.02348v1",
  "primary_category": "econ.TH",
  "search_query": "cat:cs.CR",
  "updated_at": "2026-06-01T14:58:38+00:00"
}