Federated Language Models Under Bandwidth Budgets: Distillation Rates and Conformal Coverage 事件

Federated Language Models Under Bandwidth Budgets: Distillation Rates and Conformal Coverage arXiv:2605.09986v2 Announce Type: replace-cross Abstract: Training a language model on data scattered across bandwidth-limited nodes that cannot be centralized is a setting that arises in clinical networks, enterprise knowledge bases, and scientific consortia. We study the regime in which data must remain distributed across nodes, and ask what statistical guarantees are in principle achievable under exp