Are there lattice-based cryptosystems based i.e., SIS (Short Integer Solutions) and LWE (Learning with Errors) blockchain solutions for a post quantum world?
Has the Unique Shortest Vector Problem (SVP) been solved?
Are there [...] blockchain solutions for a post quantum world?
Quantum Computing and related algorithms are no threat to the current protocol of Bitcoin (and most other blockchain systems I am familiar with) at all. Indeed, Shor's algorithm can solve the Discrete Logarithm Problem (DLP) efficiently, and a modified version exists for the elliptic curve analogue (ECDLP). Blockchain systems in their conventional form are based on
At the current state of research, most consider hash functions quantum resistant due to their lack of mathematical structure. As mentioned, (EC)DLP is not resistant.
However, if user addresses are never re-used then this is irrelevant, since an attacker will only learn a users clean (i.e. non-hashed) public key once a transaction is signed in the name of said user address/public key. As long as the hash function (e.g. SHA-256) is preimage-resistant, an attacker has nothing to apply Shor's algorithm on. So there is no pressing need for alternatives yet.
Nonetheless, lattice-based crypto is a proposal that comes up once in a while - to my knowledge no actual blockchain implementation exists as of today. As for the Shortest Vector Problem (SVP): the most efficient known algorithms are mentioned in the Wikipedia article.
This paper talks about that. From what I can understand although difficult in theory an attack can be used to retrieve the private key and spend all the coins if the used signature scheme is based on elliptic curve cryptography (as in bitcoin). Also advances in quantum computing can arrive a lot faster than expected so btc devs should start working on using lattice-based crypto.
Has the Unique Shortest Vector Problem (SVP) been solved?
Appears to be a separate question altogether $\endgroup$