Xtra-Computing / SimFLLinks
Practical Federated Gradient Boosting Decision Trees (AAAI 2020)
☆18Updated 2 years ago
Alternatives and similar repositories for SimFL
Users that are interested in SimFL are comparing it to the libraries listed below
Sorting:
- ☆47Updated last year
- Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)☆76Updated 11 months ago
- vertical federated learning paper lists☆77Updated 5 years ago
- Code for the CCS'22 paper "Federated Boosted Decision Trees with Differential Privacy"☆53Updated 2 years ago
- Privacy-Preserving Gradient Boosting Decision Trees (AAAI 2020)☆27Updated 2 years ago
- Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"☆28Updated 4 years ago
- Curated notebooks on how to train neural networks using differential privacy and federated learning.☆67Updated 5 years ago
- A sybil-resilient distributed learning protocol.☆110Updated 4 months ago
- Code for Paper "Private federated learning on vertically partitioned data via entity resolution and additively homomorphic encryption"☆34Updated 3 years ago
- Implementation of the paper "Self-Balancing Federated Learning With Global Imbalanced Data in Mobile Systems"☆46Updated 2 years ago
- Privacy Preserving Vertical Federated Learning☆222Updated 2 years ago
- A coupled vertical federated learning framework that boosts the model performance with record similarities (NeurIPS 2022)☆28Updated 2 years ago
- An Efficient Learning Framework For Federated XGBoostUsing Secret Sharing And Distributed Optimization☆32Updated 10 months ago
- Implementation of dp-based federated learning framework using PyTorch☆314Updated last month
- The official code of KDD22 paper "FLDetecotor: Defending Federated Learning Against Model Poisoning Attacks via Detecting Malicious Clien…☆85Updated 2 years ago
- Ditto: Fair and Robust Federated Learning Through Personalization (ICML '21)☆157Updated 3 years ago
- ☆21Updated 2 years ago
- ☆19Updated 4 years ago
- Differentially Private Federated Learning on Heterogeneous Data☆71Updated 3 years ago
- PyTorch implementation of Federated Learning algorithms FedSGD, FedAvg, FedAvgM, FedIR, FedVC, FedProx and standard SGD, applied to visua…☆79Updated 3 years ago
- This is an implementation for paper "A Hybrid Approach to Privacy Preserving Federated Learning" (https://arxiv.org/pdf/1812.03224.pdf)☆24Updated 5 years ago
- 基于《A Little Is Enough: Circumventing Defenses For Distributed Learning》的联邦学习攻击模型☆65Updated 5 years ago
- A tree-based federated learning system (MLSys 2023)☆152Updated last year
- An open source FL implement with dataset(Femnist, Shakespeare, MNIST, Cifar-10 and Fashion-Mnist) using pytorch☆133Updated 2 years ago
- Official implementation of our work "Collaborative Fairness in Federated Learning."☆54Updated last year
- Code for NDSS 2021 Paper "Manipulating the Byzantine: Optimizing Model Poisoning Attacks and Defenses Against Federated Learning"☆148Updated 3 years ago
- Federated Learning on XGBoost☆46Updated 6 years ago
- ☆179Updated last year
- Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints☆185Updated 4 years ago
- Decentralized federated learning of deep neural networks on non-iid data☆45Updated 3 years ago