Hollow-LLM Attack Breaks ZK Proof Binding in LLM Inference

Mon, 03 Aug 2026 15:12:30 +0000

Engineer — Learn: Novel research showing ZK verification of LLM inference can be satisfied by ghost weights that collapse effective computation, letting a provider overclaim model size while proofs remain valid. Engineers building or relying on ZK-ML attestation for supply-chain trust should revisit those assumptions before treating ZK proofs as effort guarantees.
SOC/IR — Skip
Leader — Skip

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