Hash-based signature schemes are cryptographic methods that utilize hash functions to produce digital signatures, offering security based on the strength of the hash function rather than the hardness of number-theoretic problems. They are particularly attractive for post-quantum cryptography due to their resistance to quantum attacks, which threaten traditional signature schemes like RSA and ECC.