I'll add a couple of notes:
1. Hash-based cryptography is not capable of providing public-key encryption, so unfortunately these are only useful for quantum-resistant digital signature schemes. But they're still very good at that.
2. Since collision resistance is a stronger notion of security than preimage resistance and second preimage resistance, achieving collision resistance achieves all three. I just wanted to make this point explicit. Likewise, indistinguishability is an even stronger notion and subsumes all three.
3. The current state of the art in quantum-resistant hash-based signatures is the SPHINCS family and its variants, including SPHINCS+ and Gravity-SPHINCS [1,2,3]. One of the really interesting innovations here is a transition to trees with few-time signatures instead of one-time signatures underlying them.
A good, reasonably up to date source for a technical overview of the current research landscape is the PQCrypto Conference's 2017 Summer School, specifically the two "Hash-based signatures" videos/slides [4].
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1. https://sphincs.cr.yp.to/papers.html
3. https://research.kudelskisecurity.com/2017/12/01/our-submiss...