Zero-Knowledge Light Clients Unlock Trustless Cross-Chain Interoperability
By proving block finality off-chain with zk-SNARKs, the new light client paradigm replaces trusted bridge intermediaries with cryptographic security, making cross-chain communication feasible.
Zero-Knowledge Proof of Training Secures Decentralized Federated Learning
ZKPoT consensus uses zk-SNARKs to verify machine learning contributions privately, resolving the privacy-verifiability trade-off for decentralized AI.
Zero-Knowledge Proof of Training Secures Decentralized Federated Learning Consensus
ZKPoT uses zk-SNARKs to verify decentralized model accuracy without revealing private data, solving the efficiency-privacy trade-off in federated learning.
Compositional Formal Verification Secures Complex DAG Consensus Protocols
This framework modularizes DAG consensus proofs into reusable components, dramatically reducing verification effort and ensuring robust protocol safety.
