README.md

awesome-secure-computation

This repo is a paper summary for cryptography-based secure computation papers (I prefer published papers 😛), including topics like Multiparty Computation, Homomorphic Encryption (or Lattice) and Differential Privacy. If you are looking for hardware solutions like Trusted Platform Module (TPM), or Trusted Execution Environment (TEE), I'm sorry this repo is not what you're looking for :(.

Here's a good place to ask questions about cryptography/cryptanalysis, or answering one (if you are capable of doing so): https://crypto.stackexchange.com/, and finding papers Cryptology ePrint Archive.

Useful Links:

• Security Conferences Ranking (By Prof. Guofei Gu)
• Security and Privacy Conference Deadlines
• Crypto21: Mentoring Videos about how to do research in cryptography

Texbooks:

• A Pragmatic Introduction to Secure Multi-Party Computation
  David Evans, Vladimir Kolesnikov, and Mike Rosulek
  eprint avaliable
• Foundations of Cryptography
  Oded Goldreich
  author's notes
• Introduction to Modern Cryptography
  Jonathan Katz and Yehuda Lindell
  author's notes

Open-source Tools (mostly in C++):

• [secretflow/yacl]: OT, OPRF (🤠 I participant in the develop of yacl, so don't hesitate to contact me if you have any questions or suggestions)
• [emp-toolkit]: OT, ZKP, MPC
• [libOTe]: OT, VOLE
• [libPSI]: PSI
• [MP-SPDZ]: Generic MPC

Contents

• MPC
  • Summaries and Talks
  • OT
  • OLE/vOLE
  • OPRF and PSI
  • PIR
  • PFE
  • FSS
  • Semi-honest MPC
  • Malicious MPC
• ZKP
  (Big shout out to Austin Wu!)
  • Survey & Tutorial
  • Milestones
  • Specific ZKP
    • Traditional & simple relations (over logarithm)
    • Membership(Range) Proof
  • General purpose ZKP
    • Frameworks
    • with SRS(Structured Reference String), including ZKSNARK
    • with updatable universal SRS
    • with URS(Uniform Reference String), including ZKSTARK
      • DL-based
      • MPC-in-the-head-based
      • VOLE-based (Commit-and-prove type)
  • Applications on ZKP systems
    • For Machine Learning(Federated Learning)
    • For Web3(Authentication)
    • For Blockchains
    • Signature from ZKP
  • ZKP Standard Efforts
• TODO [Lattice]

License

see LICENSE.