AIBullisharXiv – CS AI · 18h ago6/10
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FuseFSS: Efficient Secure LLM Inference with Function Secret Sharing
FuseFSS is a new compiler that streamlines secure LLM inference by consolidating fragmented protocol designs into a unified pipeline, achieving 1.24x-1.50x speedup and reducing communication overhead by 9-16% compared to existing function secret sharing approaches. The technology enables privacy-preserving queries to large language models without revealing user prompts, addressing a critical bottleneck in cryptographic systems for AI inference.