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M. Zuziak

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Jul 2026

The Optimization Trilemma: Efficiency, Comfort and Fairness in Decentralized Multi-agent Coordination

A novel model to optimize those three orthogonal objectives, without any substantial increase in communication and computational overhead, is designed and demonstrated that it can achieve fairer optimization outcomes, while satisfying agents' preferences and system goals.

Jovan Nikolic, M. Zuziak, Evangelos Pournaras · 0 citations
Open access Sep 2025

Poison to Detect: Detection of Targeted Overfitting in Federated Learning

An underexplored threat in which a dishonest orchestrator intentionally manipulates the aggregation process to induce targeted overfitting in local models of specific clients is studied, demonstrating that client-side integrity testing can provide early, effective, and scalable detection, supporting safer deployment of...

Soumia Zohra El Mestari, M. Zuziak, Gabriele Lenzini · 0 citations

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