ngc436 / awesome-vertical-federated-learning
A curated list of advancements in Vertical Federated Learning, frameworks and libraries.
☆23Updated 3 weeks ago
Related projects ⓘ
Alternatives and complementary repositories for awesome-vertical-federated-learning
- THU-AIR Vertical Federated Learning general, extensible and light-weight framework☆81Updated 3 months ago
- Practical Vertical Federated Learning with Unsupervised Representation Learning (TBD 2022)☆20Updated 2 years ago
- A coupled vertical federated learning framework that boosts the model performance with record similarities (NeurIPS 2022)☆24Updated last year
- The implementation of FedBCD algorithm published in the paper "FedBCD: A Communication-Efficient Collaborative Learning Framework for Dis…☆13Updated 4 months ago
- Federated Learning Framework Benchmark (UniFed)☆47Updated last year
- ☆58Updated last year
- Code Repo for paper Label Leakage and Protection in Two-party Split Learning (ICLR 2022).☆23Updated 2 years ago
- Papers related to federated learning in top conferences (2020-2024).☆66Updated last month
- [ICLR2023] Official Implementation of Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning (http…☆63Updated last year
- Official implementation of "Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective"☆55Updated last year
- Federated Learning with Partial Model Personalization☆42Updated 2 years ago
- ☆40Updated last year
- Official code for "Personalized Federated Learning through Local Memorization" (ICML'22)☆42Updated last year
- ☆53Updated last year
- Official implementation of "FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective"…☆37Updated 3 years ago
- Official implementation of our work "Collaborative Fairness in Federated Learning."☆47Updated 5 months ago
- Official PyTorch implementation of DENSE (NeurIPS 2022)☆25Updated last year
- Official code repository for our accepted work "Gradient Driven Rewards to Guarantee Fairness in Collaborative Machine Learning" in NeurI…☆22Updated last month
- This is a collection of research papers for Federated Learning for Large Language Models (FedLLM). And the repository will be continuousl…☆67Updated 2 weeks ago
- The official code of KDD22 paper "FLDetecotor: Defending Federated Learning Against Model Poisoning Attacks via Detecting Malicious Clien…☆74Updated last year
- ☆20Updated 6 months ago
- ☆38Updated 3 years ago
- Vertical Federated Learning for Effectiveness, Security, Applicability: A Survey, by MARS Group at Wuhan University.☆11Updated 5 months ago
- Implementing the algorithm from our paper: "A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in …☆33Updated 5 months ago
- Official code for "Throughput-Optimal Topology Design for Cross-Silo Federated Learning" (NeurIPS'20)☆30Updated 2 years ago
- PyTorch implementation of Security-Preserving Federated Learning via Byzantine-Sensitive Triplet Distance☆31Updated last month
- ☆34Updated 2 years ago
- Official Implementation of ICML'23 "Byzantine-Robust Learning on Heterogeneous Data via Gradient Splitting".☆13Updated last year
- ☆15Updated 3 months ago
- Learning from history for Byzantine Robustness☆21Updated 3 years ago