Derives high-probability KL-consistency rates for federated probe-logit distillation and distribution-free marginal coverage bounds for federated conformal RAG, both incorporating explicit bandwidth budgets.
Nature Communications , volume =
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
stat.ML 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Federated Language Models Under Bandwidth Budgets: Distillation Rates and Conformal Coverage
Derives high-probability KL-consistency rates for federated probe-logit distillation and distribution-free marginal coverage bounds for federated conformal RAG, both incorporating explicit bandwidth budgets.