Paper 2026/1356 Original: eprint.iacr.org/2026/1356 ↗

Spain: Succinct proofs for numerical computations

Abstract

In a succinct proof protocol, a verifier gets assurance that an untrusted prover executed an agreed computation, without requiring the verifier to re-execute the computation itself. In little more than a decade, this area has undergone a remarkable transformation from theory to implemented systems. This activity is extremely exciting. But there is a catch. To apply succinct proofs, one needs to translate one's computation to a set of equations, or constraints. The required translation has so far completely blocked systematic support for numerical computations, namely those for which the bulk of the computation uses approximations of real numbers. This paper fills that void with the design, implementation, and evaluation of a system called Spain. The starting insight of Spain is that since numerical computations inherently have approximation error, the constraint formalism should likewise allow for approximate satisfiability. Based on this insight, Spain introduces a new proof protocol and new ways to translate computations to constraints. Spain's implementation improves over natural baselines by multiple orders of magnitude.