Constant-Size Polynomial Commitments Unlock Massively Scalable Data Availability Sampling
KZG, a polynomial commitment scheme, provides constant-sized cryptographic proofs, fundamentally enabling efficient Data Availability Sampling for scalable rollups.
Zero-Knowledge Proof of Training Secures Federated Consensus
The Zero-Knowledge Proof of Training consensus mechanism uses zk-SNARKs to prove model performance without revealing private data, solving the privacy-utility conflict in decentralized computation.
