ResearchBenchmarksRetrieval-Augmented Generation on Llama 3.1 8B Instruct Medium promptRetrieval-Augmented Generation on Llama 3.1 8B Instruct Medium promptFollow4.83TTFT (s)FedRAG1.45424.24247.0369.818May 25, 2026Evaluation resultsMethodMethodLinksTTFT (s)Decoding Throughput (Tokens/s)Network Traffic (MiB)Communication RoundsFedRAGProtection=Fully Prote...Protection=Fully Protected2026.054.8311.791,107.612,171SCXProtection=Fully Prote...Protection=Fully Protected2026.0515.095.486,752.256,530PermLLMProtection=Fully Prote...Protection=Fully Protected2026.0589.231.4645,815.7121,091