SecureGate reduces PII leakage up to 31.66X in federated LLM fine-tuning via token-gated dual LoRA adapters while preserving utility and achieving perfect routing reliability.
Key embeddings ekey ∈R d are generated from a keyed hash and pseudorandom generator, mak- ing inversion computationally infeasible
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SecureGate: Learning When to Reveal PII Safely via Token-Gated Dual-Adapters for Federated LLMs
SecureGate reduces PII leakage up to 31.66X in federated LLM fine-tuning via token-gated dual LoRA adapters while preserving utility and achieving perfect routing reliability.