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cs.LG 1

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2026 1

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Out-of-Distribution Federated Distillation with Domain-Aware Proxy

cs.LG · 2026-08-09 · reject · novelty 4.0

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.

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  • Out-of-Distribution Federated Distillation with Domain-Aware Proxy cs.LG · 2026-08-09 · reject · none · ref 7

    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.