Quantum Threat Exposes Permanent Data Privacy Risk in Public Ledgers
Quantum "Harvest Now Decrypt Later" risk reveals historical transaction privacy is unmitigated by PQC, demanding new architectural solutions for data retention.
Zero-Knowledge Agreements Unify Cryptographic Trust and Legal Enforceability
The zk-agreements protocol integrates zk-SNARKs, MPC, and smart contracts to enforce confidential legal terms, bridging cryptographic and juridical trust.
CRSet Achieves Private Non-Interactive Credential Revocation Concealing All Metadata
CRSet introduces Bloom filter cascades with padding to cryptographically conceal credential revocation metadata, enabling truly private self-sovereign identity.
Cryptographic Zk-Agreements Establish Private Deterministic Trust on Blockchains
The zk-agreements protocol uses Zero-Knowledge Proofs and MPC to finally secure confidential legal contracts on public ledgers, unlocking enterprise adoption.
Sublinear Zero-Knowledge Proofs Democratize Verifiable Computation on Edge Devices
Researchers solved the ZKP memory bottleneck, achieving square-root space complexity to enable large-scale, private computation on all devices.
Silently Verifiable Proofs Achieve Constant-Cost Private Batch Aggregation
A novel proof system enables verifiers to check countless independent, secret-shared computations with a single, constant-sized message exchange, drastically scaling private data aggregation.
Zero-Knowledge Agreements Resolve Contract Privacy and On-Chain Enforceability Tension
A hybrid protocol uses zero-knowledge proofs and secure computation to enforce confidential legal agreements on-chain without revealing private terms.
Zero-Knowledge Proof of Training Secures Decentralized AI Consensus
A new Zero-Knowledge Proof of Training (ZKPoT) consensus mechanism leverages zk-SNARKs to cryptographically verify model performance, eliminating Proof-of-Stake centralization and preserving data privacy in decentralized machine learning.
