DPS-FD, a domain-aware proxy selection method with a vocabulary-constrained LLM proxy generator, is claimed to improve out-of-distribution federated distillation, but its OOD evaluation is compromised by proxy data drawn from the test domains.
Maintain variability in tone, sentence structure, and vocabulary
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Out-of-Distribution Federated Distillation with Domain-Aware Proxy
DPS-FD, a domain-aware proxy selection method with a vocabulary-constrained LLM proxy generator, is claimed to improve out-of-distribution federated distillation, but its OOD evaluation is compromised by proxy data drawn from the test domains.