ZKML Research Initiatives - HackMD

# ZKML Research Initiatives ## ZK-friendly ML paradigms ### Background For ZK Hack Lisbon, I te

ZKML Research Initiatives - HackMD --- tags: PSE --- # ZKML Research Initiatives ## ZK-friendly ML paradigms ### Background For ZK Hack Lisbon, I teamed up with a few ML and cryptography veterans to build [Zero Gravity](/nCoxJCMlTqOr41_r1W4S9g), where we proposed a novel approach to efficiently prove the correctness of machine learning model calculations using Weightless Neural Networks (WNNs), which are combinatorial and do not rely on floating point arithmetic. WNNs learn from input-output pairs using RAM cells as lookup tables, making them more amenable to Zero Knowledge Proofs. The project

saved by

• Majid Salehi

related reading

• ZKML @ Team Novi - HackMDhackmd.io
• 0xPARC0xparc.org
• An introduction to zero-knowledge machine learning (ZKML)worldcoin.org
• Hardware Acceleration for Zero Knowledge Proofs - Paradigmparadigm.xyz
• Where Zero-Knowledge Machine Learning (zkML) Fits into the Bigger Picture of AIinsidejuice.substack.com
• ZK Machine Learning - HackMDhackmd.io
• Sumcheck good. Lookups good. JOLT good. Particularly for zero-knowledge machine learning.blog.icme.io
• Scaling up ZK for DNN Inferencearxiv.org
• [2606.05433] Zero knowledge verification for frontier AI training is possiblearxiv.org
• Machine learning and zero-knowledge proofs - a16z cryptoa16zcrypto.com
• Honey I SNARKED the GPT - EZKL Blogblog.ezkl.xyz
• Putting the zk in zkVM: Jolt now supports zero knowledge - a16z cryptoa16zcrypto.com