
Briefing
The core research problem is the critical efficiency gap between quantum-vulnerable, succinct zero-knowledge proofs and quantum-resistant, yet massive, proof systems. This work proposes a new lattice-based zkSNARK construction that leverages a linear probabilistically checkable proof compiled with linear-only vector encryption over optimized module lattices, resulting in a concrete, order-of-magnitude reduction in proof size. The most important implication is the realization of truly practical post-quantum cryptography, enabling blockchain architectures to maintain both privacy and succinct on-chain verification in the face of future quantum adversaries.

Context
Established pre-quantum zero-knowledge succinct arguments of knowledge (zkSNARKs) achieved constant-size proofs but rely on assumptions, such as the discrete logarithm problem, that are solvable by quantum algorithms. This prevailing theoretical limitation forced post-quantum schemes, such as those based on hash functions or earlier lattice constructions, to produce proofs hundreds to thousands of times larger, severely limiting their deployment in bandwidth-constrained environments like decentralized networks.

Analysis
The breakthrough is the development of an efficient lattice-based instantiation of the zkSNARK compiler blueprint, specifically optimizing the underlying cryptographic assumptions. The construction follows the general design of combining a linear probabilistically checkable proof (PCP) with a linear-only vector encryption scheme. Previous lattice-based approaches struggled with the size of the proof of knowledge for a short vector, a core requirement in lattice cryptography.
This new construction achieves efficiency by using quadratic extension fields and rank-2 module lattices to create a highly optimized linear-only vector encryption scheme. The resulting protocol proves knowledge of the statement with minimal overhead, fundamentally differing from prior work by achieving concrete proof succinctness while retaining quantum resistance.

Parameters
- Proof Size Reduction ∞ 10.3x reduction in proof size compared to the previous state-of-the-art post-quantum SNARK, Aurora.
- Final Proof Size ∞ Just over 16 KB for an NP relation of size 220.
- Prover Speedup ∞ 60x reduction in the prover’s running time compared to previous lattice-based zkSNARKs.

Outlook
Future research will focus on transitioning these designated-verifier protocols to the more desirable universal and public-coin models, further eliminating the need for a trusted or designated setup. This theoretical foundation immediately unlocks real-world applications within 3-5 years, including quantum-safe private cryptocurrencies, verifiable computation for decentralized AI, and robust, succinct state verification for next-generation blockchain bridges. The work opens a new avenue for lattice-based cryptographic engineering, shifting the focus from mere quantum resistance to concrete, production-grade efficiency.

Verdict
This work establishes the necessary cryptographic foundation for the next decade of decentralized architecture by proving that quantum-resistant succinctness is a practical reality.