FedeKD adds energy-based sample-wise trust weighting to federated knowledge distillation, allowing proxy models to contribute more to reliable samples and less to unreliable ones, which reduces negative transfer in heterogeneous settings.
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FedeKD: Energy-Based Gating for Robust Federated Knowledge Distillation under Heterogeneous Settings
FedeKD adds energy-based sample-wise trust weighting to federated knowledge distillation, allowing proxy models to contribute more to reliable samples and less to unreliable ones, which reduces negative transfer in heterogeneous settings.