Alternatives and similar repositories for MD-ML

Users that are interested in MD-ML are comparing it to the libraries listed below

• XidianNSS / NssMPClib
  A secure multi-party computation library based on arithmetic secret sharing and function secret sharing.
  ☆85Updated 3 weeks ago
• csiro-mlai / deep-mpc
  ☆37Updated 11 months ago
• Ye-D / PaperNotes-MPC
  Paper Notes in MPC with Applications to PPML
  ☆70Updated last year
• andeskyl / SHAFT
  A framework for secure, handy, accurate, and fast transformer inference
  ☆18Updated 2 months ago
• FudanMPL / Awesome-MPL
  Repository for collection of research papers on multi-party learning.
  ☆33Updated 2 years ago
• xingpz2008 / dealerless-FSS_public
  Implementation of Distributed function secret sharing and applications
  ☆13Updated 5 months ago
• shreya-28 / Secure-ML
  Secure Linear Regression in the Semi-Honest Two-Party Setting.
  ☆37Updated 6 years ago
• lightbulb128 / Pencil
  ☆16Updated last year
• FudanMPL / pMPL
  pMPL: A Robust Multi-Party Learning Framework with a Privileged Party. This project is connected with the publication @ ACM CCS 2022.
  ☆17Updated last year
• FudanMPL / Garnet
  FudanMPL 2.0, a series of multi-party learning frameworks, with rich features, including secure and fast XGBoost, secure Fine-tuning for …
  ☆54Updated this week
• Stu-Yang / HITSZ-SecurityGroup-MPC
  MPC team of Security Group in HITSZ
  ☆19Updated 2 months ago
• snwagh / falcon-public
  Implementation of protocols in Falcon
  ☆95Updated last year
• AntCPLab / OpenBumbleBee
  The repo of "BumbleBee: Secure Two-party Inference Framework for Large Transformers" (NDSS 2025)
  ☆48Updated 8 months ago
• xingpz2008 / TriFSS
  Efficient Secure Computation Protocols for Trigonometric Functions via Function Secret Sharing
  ☆20Updated 2 years ago
• Ye-D / PPML-Resource
  Materials about Privacy-Preserving Machine Learning
  ☆257Updated last month
• Fannxy / NFGen
  NFGen: Automatic Non-Linear Function Evaluation Code Generator for General-purpose MPC Platforms
  ☆20Updated last week
• encryptogroup / MOTION2NX
  A framework for generic hybrid two-party computation and private inference with neural networks
  ☆32Updated 2 years ago
• AntCPLab / malicious_3pc_binary
  The repo of "Efficient 3PC for Binary Circuits with Application to Maliciously-Secure DNN Inference" (USENIX Security 2023)
  ☆21Updated 2 years ago
• xingpz2008 / Iron
  Private Inference on Transformer
  ☆30Updated 2 years ago
• cecyliaborek / FE-inner-product
  Python implementation of some existing functional encryption schemes for the inner product functionality
  ☆16Updated 3 years ago
• anderspkd / SecureQ8
  Input scripts for securely evaluating quantized ImageNet models with mp-spdz
  ☆19Updated 5 years ago
• LaRiffle / ariann
  Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing
  ☆51Updated 4 years ago
• privateLLM001 / Private-LLM-Inference
  ☆15Updated 2 years ago
• shahakash28 / simc
  MCSI
  ☆13Updated 3 years ago
• Ye-D / Meteor
  Improved Secure 3-Party Neural Network Inference with Reducing Online Communication Costs
  ☆11Updated 2 years ago
• encryptogroup / MOTION-FD
  Function-Dependent Preprocessing in MOTION
  ☆14Updated last year
• asu-crypto / mPSI
  ☆32Updated 2 years ago
• eniac / flamingo
  A secure aggregation system for private federated learning
  ☆42Updated last year
• Ye-D / CryptoFL
  Cryptographically Secure Aggregation for Federated Learning
  ☆11Updated 2 years ago
• HuangMinming / soci
  SOCI is a Secure Outsourced Computation on Integers based on the Paillier cryptosystem and a twin-server architecture
  ☆117Updated 2 years ago