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Researcher profile

Eduardo Cerqueira

2 papers in the PaperMetrix corpus

Publications

Papers by this author

  1. A Distributed Aggregation Approach for Vehicular Federated Learning

    2024 · IEEE Access

    Federated Learning (FL) has rapidly become a crucial paradigm for training Machine Learning (ML) models when datasets are spread across several devices without compromising the privacy of the data owners. In vehicular networks, FL can …

  2. ALFadapt: Mitigating Catastrophic Forgetting in Federated Learning

    2025

    Catastrophic forgetting, driven by concept drift, challenges federated learning (FL), especially in dynamic environments. Existing layer-freezing methods focus on communication efficiency but often overlook concept drift’s impact on individual neural network layers. We propose ALFadapt …