zkComposer Decomposes Proof Construction to Scale Zero-Knowledge ML Inference

arXiv·medium signal

zkML lets a server run verifiable inference while keeping model parameters private, but existing systems incur prohibitive proof-generation cost and show limited parallelism — prover time barely drops as threads increase because proofs are computed monolithically. zkComposer decomposes proof construction to recover parallelism and scale zkML. Relevant to builders exploring verifiable, privacy-preserving model serving where proof latency is the blocker.