Secure sketches are cryptographic techniques that enable the recovery of a secret key from a noisy or approximate version of it, ensuring that even if an adversary obtains the sketch, they cannot learn anything about the secret. They are particularly useful in biometric systems where exact matches are rare, allowing for secure authentication without storing sensitive data in its original form.