IEEE TIFS'20: VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning
☆27Aug 22, 2022Updated 3 years ago
Alternatives and similar repositories for VeriFL
Users that are interested in VeriFL are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"☆29Oct 25, 2021Updated 4 years ago
- Chain-PPFL: A Privacy-Preserving Federated Learning Framework based on Chained SMC☆38Jul 16, 2020Updated 5 years ago
- Blockchain-based Federated Learning Utilizing Zero-Knowledge Proofs for Verifiable Training and Aggregation☆13Dec 26, 2024Updated last year
- Secure Aggregation for FL☆39Nov 25, 2023Updated 2 years ago
- Eluding Secure Aggregation in Federated Learning via Model Inconsistency☆13Mar 10, 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.
- A secure aggregation system for private federated learning☆52Mar 21, 2026Updated 3 months ago
- personal implementation of secure aggregation protocol☆44Feb 6, 2024Updated 2 years ago
- This repository contains the implementation of DPMLBench: Holistic Evaluation of Differentially Private Machine Learning☆11Nov 24, 2023Updated 2 years ago
- PyTorch implementation of Security-Preserving Federated Learning via Byzantine-Sensitive Triplet Distance☆34Oct 11, 2024Updated last year
- ☆17Jan 8, 2018Updated 8 years ago
- Membership Inference Attack on Federated Learning☆13Jan 14, 2022Updated 4 years ago
- Privacy-preserving federated learning is distributed machine learning where multiple collaborators train a model through protected gradi…☆31Jun 9, 2021Updated 5 years ago
- Blockchain Enabled Asynchronous and Secure Federated Machine Learning☆12May 21, 2021Updated 5 years ago
- Code for the paper "Overconfidence is a Dangerous Thing: Mitigating Membership Inference Attacks by Enforcing Less Confident Prediction" …☆13Sep 6, 2023Updated 2 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawit…☆93Aug 4, 2019Updated 6 years ago
- PyTorch implementation of Joint Privacy Enhancement and Quantization in Federated Learning (IEEE TSP 2023, IEEE ICASSP 2023, IEEE ISIT 20…☆18Oct 28, 2025Updated 8 months ago
- Extensive time series analysis of chinese PM2.5 content, using models from ARMA and VAR to LSTMs and dynamic time warping clustering☆12Aug 17, 2019Updated 6 years ago
- ☆41Feb 7, 2024Updated 2 years ago
- BERT Probe: A python package for probing attention based robustness to character and word based adversarial evaluation. Also, with recipe…☆18Jun 24, 2022Updated 4 years ago
- ☆18Feb 20, 2024Updated 2 years ago
- ☆14Jan 3, 2024Updated 2 years ago
- https://arxiv.org/abs/2005.06935☆12Feb 2, 2023Updated 3 years ago
- Lattice-based signature schemes☆11Nov 17, 2023Updated 2 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Efficient Secure Aggregation for Privacy-Preserving Federated Machine Learning (ACSAC 2024)☆15Aug 21, 2025Updated 10 months ago
- Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, …☆61Feb 4, 2022Updated 4 years ago
- CODIGEM - A Denoising Diffusion Probabilistic Model (DDPM) for Collaborative Filtering☆15Apr 8, 2024Updated 2 years ago
- Source code for Learn Locally Correct Globally☆14Nov 15, 2021Updated 4 years ago
- Privacy-preserving Deep Learning based on homomorphic encryption (HE)☆35Nov 8, 2021Updated 4 years ago
- Balanced K-means in Pytorch with strong GPU acceleration☆12Apr 30, 2020Updated 6 years ago
- Code for NDSS 2021 Paper "Manipulating the Byzantine: Optimizing Model Poisoning Attacks and Defenses Against Federated Learning"☆151Aug 6, 2022Updated 3 years ago
- ☆16Sep 11, 2023Updated 2 years ago
- Decentralized Asynchronous Training on Heterogeneous Devices☆10Updated this week
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Secure Federated Learning Framework with Encryption Aggregation and Integer Encoding Method.☆10Jul 1, 2024Updated 2 years ago
- The official code of KDD22 paper "FLDetecotor: Defending Federated Learning Against Model Poisoning Attacks via Detecting Malicious Clien…☆87Feb 23, 2023Updated 3 years ago
- Implementation of calibration bounds for differential privacy in the shuffle model☆21Nov 10, 2020Updated 5 years ago
- PART I DeepAR implementation based on paper: https://arxiv.org/pdf/1704.04110.pdf☆10Jun 20, 2019Updated 7 years ago
- Contains the source code of our Middleware'24 paper "QuickDrop: Efficient Federated Unlearning via Synthetic Data Generation"☆16Oct 2, 2024Updated last year
- This Projects has implemented three asymmetric and homomorphic encryption BGN, Benaloh, Paillier in Java using JPBC library.☆10Dec 27, 2019Updated 6 years ago
- Implementation of the ZKB++ proof system☆20May 28, 2019Updated 7 years ago