4/N
#TrustworthyAI for Whom?
Exploring #Web3 & #Decentralization for #AI #Trust
7 detection techniques:
1. Federated Learning
2. #Blockchain
3. #ZKPs
4. #DAOs
5. #Watermarking
6. #XAI
7. #PPML
> We present LatticeFold+, a very different lattice-based folding protocol that improves on LatticeFold in every respect: the prover is five to ten times faster, the verification circuit is simpler, and the folding proofs are shorter
ZK Proofs 2025 Predictions: Another Breakthrough Year Projected, Expert Sees ‘100x Improvement’ - Zero-knowledge proofs experts predict continued growth and adoption of the technol... - https://news.bitcoin.com/zk-proofs-2025-predictions-another-breakthrough-year-projected-expert-sees-100x-improvement/ #featured #zkproofs #zkps
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Recursive SNARKs go post-quantum:
“we present LatticeFold, the first lattice-based folding protocol based on the Module SIS problem. This folding protocol naturally leads to an efficient recursive lattice-based SNARK.”
LatticeFold supports low-degree relations (R1CS) as well as high-degree relations (CCS) and is considered as performant as Hypernova but with post-quantum security.
Interesting research by Orrù, Tessaro, Zaverucha and Zhu on creating oblivious zero-knowledge proofs.
With interesting applications to making a Publicly Verifiable OPRF and upgrading Keyed-Verification Anonymous Credentials to be concurrently secure blind signatures.