Author

Vorapong Suppakitpaisarn

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Open access 2026

Mobility-Aware Multi-Model Fully Decentralized Federated Learning Framework for Vehicular Edge Computing

A mobility-aware multi-model fully decentralized federated learning (KM-MMDFL) framework is proposed that limits communication through a communication constraint and incorporates a joint peer and model exchange selection strategy to reduce communication overhead while ensuring reliable and beneficial model exchange bas...

Karnkitti Kittikamron, Natthanon Manop, Vorapong Suppakitpaisarn et al. · IEEE Access · 0 citations

Preprint Aug 2026

Decisive Margins in Differentially Private Voting

This work studies how precise central differential privacy and local differential privacy can be for common voting rules, including Plurality, Condorcet, Maximin, Plurality with Runoff, and Single Transferable Vote, and proves upper bounds on the required margin for these algorithms.

Quentin Hillebrand, Pasin Manurangsi, Vorapong Suppakitpaisarn et al. · 1 citation