Author

Maryline Laurent

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Preprint Aug 2026

Trustless Accountable Data Sharing for Supply Chains: A Reference Architecture and MoreMedDiet Proof-of-Concept

The resulting design offers a reusable blueprint for multi-actor supply chains, including agri-food and pharmaceutical domains, and illustrates how Self-Sovereign Identity and W3C Verifiable Credentials can provide portable and auditable access governance over Hyperledger Fabric channels.

Michal Kit, Montassar Naghmouchi, Maryline Laurent et al. · 0 citations

Preprint Aug 2026

Fairis: Fairness-Aware Aggregation with Provable Influence Containment against Fairness Poisoning Attacks in Collaborative Machine Learning

Collaborative machine learning among financial institutions must be both group-fair and robust against deliberate adversarial manipulation. Existing fairness-aware aggregation methods remain formally vulnerable to fairness poisoning: a malicious client maximizing group disparity while preserving accuracy evades accurac...

Devharsh Trivedi, N. Kaaniche, Nikos Triandopoulos et al. · 0 citations