This repo summarizes papers for efficient PPML across protocol, model, and system levels.
☆88Jan 18, 2026Updated 7 months ago
Alternatives and similar repositories for Awesome-PPML-Papers
Users that are interested in Awesome-PPML-Papers are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆34Sep 18, 2025Updated 11 months ago
- List of papers on cryptography assisted deep learning privacy computation☆22Apr 1, 2026Updated 5 months ago
- The repo of "BumbleBee: Secure Two-party Inference Framework for Large Transformers" (NDSS 2025)☆62Feb 3, 2025Updated last year
- ☆37Nov 26, 2024Updated last year
- ☆16May 22, 2023Updated 3 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Extending PyTorch to Fully Homomorphic Encryption☆128Jul 9, 2026Updated last month
- ANT-ACE: Advanced Compiler Ecosystem for Fully Homomorphic Encryption and Domain Specific Computing☆64Aug 27, 2026Updated last week
- A framework for secure, handy, accurate, and fast transformer inference☆29Aug 29, 2025Updated last year
- A framework designed to simplify the development and optimization of GPU-accelerated FHE applications☆57Aug 16, 2026Updated 3 weeks ago
- ☆31Mar 17, 2025Updated last year
- Cheddar: A Swift Fully Homomorphic Encryption (FHE) GPU Library☆98Apr 9, 2026Updated 4 months ago
- A server-side CKKS GPU library fully interoperable with OpenFHE.☆113Updated this week
- Implementation of protocols in the paper titled "Scalable Multi-Party Computation Protocols for Machine Learning in the Honest-Majority S…☆36Feb 15, 2025Updated last year
- Official implementation for AutoFHE: Automated Adaption of CNNs for Efficient Evaluation over FHE. The paper is presented at the 33rd USE…☆35Nov 24, 2025Updated 9 months ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- ☆10May 27, 2024Updated 2 years ago
- Implementation of "Orchestrating Dual-Boundaries: An Arithmetic Intensity Inspired Acceleration Framework for Diffusion Language Models"☆23Dec 4, 2025Updated 9 months ago
- ☆17Mar 9, 2026Updated 5 months ago
- Code release for AdapMoE accepted by ICCAD 2024☆39Apr 28, 2025Updated last year
- ☆450Apr 28, 2026Updated 4 months ago
- (ICLR 2023 Spotlight) MPCFormer: fast, performant, and private transformer inference with MPC☆101Jun 12, 2023Updated 3 years ago
- Privacy-Preserving, Accurate and Efficient Inference for Transformers☆38Jul 3, 2026Updated 2 months ago
- An accelerator for high-dimensional approximate nearest neighbor search☆15May 17, 2025Updated last year
- POC implementation of "Accelerating HE Operations Using Key Decomposition"[KLSS23]☆20Jun 11, 2025Updated last year
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- SPU (Secure Processing Unit) aims to be a provable, measurable secure computation device, which provides computation ability while keepin…☆326Updated this week
- HEonGPU is a high-performance library that optimizes Fully Homomorphic Encryption (FHE) on GPUs. Leveraging GPU parallelism, it reduces c…☆139May 11, 2026Updated 3 months ago
- Automatic Bootstrapping Management Compiler for FHE☆29Mar 26, 2025Updated last year
- ☆27Mar 8, 2025Updated last year
- ☆49Jul 25, 2026Updated last month
- Source code for the paper "Transformer-based Language Models and Homomorphic Encryption: an intersection with BERT-tiny"☆35Oct 25, 2025Updated 10 months ago
- Work related to vectorizing strategies for arbitrary FHE programs☆11Sep 5, 2025Updated last year
- [NeurIPS'24] Official implement of "PrivCirNet: Efficient Private Inference via Block Circulant Transformation"☆14Feb 26, 2026Updated 6 months ago
- ☆34Jul 12, 2022Updated 4 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- code repo for paper accepted in ICML 2023☆13Oct 19, 2023Updated 2 years ago
- ☆46Feb 13, 2026Updated 6 months ago
- FPT: a Fixed-Point Accelerator for Torus Fully Homomorphic Encryption☆30Sep 2, 2025Updated last year
- Private Inference on Transformer☆30Jun 13, 2023Updated 3 years ago
- Code for the paper: Fast and Private Inference of Deep Neural Networks by Co-designing Activation Functions☆12Mar 13, 2024Updated 2 years ago
- ☆50Aug 21, 2024Updated 2 years ago
- FHE (CKKS, TFHE) end-to-end applications: HELR (logistic regression), ResNet-20, LSTM (RNN), bitonic sorting, DeepCNN-x☆18Aug 14, 2024Updated 2 years ago