AUG 19, 2026 · PREPRINT
FedLNS: Leverage LayerNorm Signature Modeling to Mitigate Adversarial Manipulation in Federated LLMs
arXiv
This is an unrefereed arXiv preprint presenting a novel technical method for federated learning security; it reports experimental results but has not undergone peer review.
Reported
Population-level target manipulat…40%
Number of clients in experiments200
Number of baseline methods compar…6