Cascade performs LLM inference by sharding the token sequence across non-colluding nodes, claiming resistance to vocabulary-matching and learning-based reconstruction attacks while being orders of magnitude faster than SMPC.
Iron: Private inference on transformers
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Cascade: Token-Sharded Private LLM Inference
Cascade performs LLM inference by sharding the token sequence across non-colluding nodes, claiming resistance to vocabulary-matching and learning-based reconstruction attacks while being orders of magnitude faster than SMPC.