Use [[ZKP/ZKP Base Layer/Core Concepts/Zero-Knowledge Proofs|zk-SNARKs]] verified through [[Substrate]]'s verification infrastructure to verify correct noise application without revealing data or noise values, ensuring transparency. This verification ensures that noise is applied as intended, maintaining trust in the privacy mechanism, as participants can confirm that the differential privacy guarantees are met without needing to inspect the underlying data or noise parameters, which is crucial for maintaining a trustless environment within Substrate's consensus framework. See also: [[ZKP/Research/Noise/Example Application|Example Application]]