Zero-Knowledge Proof of Training Secures Federated Learning Consensus and Data Privacy
This new consensus mechanism leverages zk-SNARKs to verify decentralized AI model contributions without exposing sensitive training data, solving the privacy-efficiency trade-off.
Polylogarithmic Commitment Scheme Drastically Accelerates Zero-Knowledge Proof Verification
This new polynomial commitment scheme over Galois rings achieves polylogarithmic verification, fundamentally unlocking practical, high-speed verifiable computation.
Linear Prover Time Unlocks Optimal Succinct Argument Efficiency
This new Interactive Oracle Proof system resolves the prover-verifier efficiency trade-off, achieving linear prover time and polylogarithmic verification complexity.
Linear Prover Time Unlocks Optimal Verifiable Computation Scaling
Introducing FoldCommit, a new polynomial commitment scheme that achieves optimal linear-time prover complexity, fundamentally lowering the cost of generating large-scale zero-knowledge proofs.
Recursive Zero-Knowledge Proofs Unlock Unbounded Computational Compression
Recursive proof composition enables constant-time verification of infinite computation, fundamentally solving the scalability limit of verifiable systems.
Vector Commitments Enable Modular Blockchain Scalability and Asynchronous Security
A new Probabilistically Verifiable Vector Commitment scheme secures Data Availability Sampling, decoupling execution from data and enabling massive asynchronous scalability.
Aggregated Zero-Knowledge Proofs Drastically Reduce Blockchain Verification Overhead
A novel ZKP aggregation scheme embedded in Merkle Trees achieves significant proof size reduction, fundamentally improving blockchain data verification efficiency.
New Quantum Rewinding Secures Succinct Arguments against Future Attacks
A novel quantum rewinding technique proves post-quantum security for succinct arguments, establishing a foundation for quantum-resistant verifiable computation.
Lattice Functional Commitment Secures Post-Quantum Verifiable Computation
A new lattice-based functional commitment for circuits enables post-quantum secure, succinct, and general-purpose private verifiable computation.
