WIP Research

merkle-GPT

Merkle tree structures for verifiable LLM inference and output authentication

// DESCRIPTION

Using cryptographic Merkle trees to create verifiable proofs of LLM inference.

Research Goal

Enable third-party verification that a specific model produced a specific output.

Approach

  • Merkle tree over intermediate activations
  • Commitment schemes for layer outputs
  • Efficient verification protocols

// HIGHLIGHTS

  • Cryptographic AI verification
  • Novel Merkle-based approach
  • Research in progress

TECH_STACK

Python PyTorch Cryptography

PROJECT_INFO

started: 2024-09-01
status: WIP
type: Research