Characterizing ZKP GPU Bottlenecks Accelerates Verifiable Computation Scaling
ZKProphet empirically identifies Number-Theoretic Transform as the 90% GPU bottleneck, shifting optimization focus to unlock practical ZKP scaling.
Distributed Zero-Knowledge Proofs Decouple Prover Efficiency from Centralization Risk
New fully distributed ZKP schemes cut prover time and communication to $O(1)$, decentralizing zkRollup block production and boosting throughput.
Complexity-Preserving SNARKs via Recursive Composition and Proof-Carrying Data
The first complexity-preserving SNARK in the plain model eliminates expensive setup, enabling efficient, publicly verifiable, and composable computation.
Folding Schemes Enable Fastest Recursive Zero-Knowledge Arguments
The Nova folding scheme dramatically accelerates verifiable computation by deferring all intermediate proof checks into a single, succinct final argument.
Orion Achieves Optimal ZKP Prover Time with Polylogarithmic Proof Size
This new ZKP argument system achieves the theoretical optimum of linear prover time and succinct proof size, fundamentally unlocking scalable on-chain verification.
New Folding Scheme Enables Logarithmic Recursive Proof Verification
This new folding scheme aggregates multiple zero-knowledge instances into a single, compact proof, achieving logarithmic-time recursive verification for unprecedented rollup scalability.
Transparent zk-SNARKs Achieve Efficiency without Trusted Setup
A novel recursive polynomial commitment scheme eliminates the trusted setup risk, forging a path to fully secure and scalable decentralized systems.
Transparent Succinct Proofs Eliminate Trusted Setup and Large Proof Size
A novel Vector Hash Commitment achieves constant-size, transparent proofs, resolving the critical trade-off between ZK-SNARK succinctness and ZK-STARK setup-free security.
Folding Schemes Enable Highly Efficient Recursive Zero-Knowledge Arguments
Folding schemes fundamentally re-architect recursive proofs, reducing two NP instances to one and achieving constant-time verification for massive computations.
