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X-NegoBox framework enhances privacy in energy data exchange with explainable negotiation

Researchers have developed X-NegoBox, a novel framework designed to enhance privacy and transparency in peer-to-peer energy data exchange. This system allows prosumers to manage their data locally and negotiates privacy budgets adaptively based on factors like trust, data sensitivity, and purpose. An explainable agreement layer provides justifications for decisions, aiming to increase trust and participation in energy data sharing. AI

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IMPACT Introduces a new method for privacy-preserving data negotiation, potentially improving trust and efficiency in energy markets.

RANK_REASON This is a research paper detailing a new framework for privacy in energy data exchange.

Read on arXiv cs.AI →

COVERAGE [2]

  1. arXiv cs.AI TIER_1 · Poushali Sengupta, Sabita Maharjan, Frank Eliassen, Yan Zhang ·

    X-NegoBox: An Explainable Privacy-Budget Negotiation Framework for Secure Peer-to-Peer Energy Data Exchange

    arXiv:2604.24326v1 Announce Type: cross Abstract: The decentralization of modern energy systems is transforming consumers into prosumers who continuously exchange data with aggregators, peers, and market operators. While such data is essential for peer-to-peer trading, demand res…

  2. arXiv cs.AI TIER_1 · Yan Zhang ·

    X-NegoBox: An Explainable Privacy-Budget Negotiation Framework for Secure Peer-to-Peer Energy Data Exchange

    The decentralization of modern energy systems is transforming consumers into prosumers who continuously exchange data with aggregators, peers, and market operators. While such data is essential for peer-to-peer trading, demand response, and distributed forecasting, it can reveal …