Roadmap for Fling #19
Description
Algorithms:
- FedAMP — Personalized Cross-Silo Federated Learning on non-IID Data AAAI 2021
Feature(wxh): Add FedAMP algo and fix bugs. #25 - FedPHP — FedPHP: Federated Personalization with Inherited Private Models ECML PKDD 2021
- APPLE — Adapt to Adaptation: Learning Personalization for Cross-Silo Federated Learning IJCAI 2022
- FedALA — FedALA: Adaptive Local Aggregation for Personalized Federated Learning AAAI 2023
- FedRep — Exploiting Shared Representations for Personalized Federated Learning ICML 2021
- FedBABU — Fedbabu: Towards enhanced representation for federated image classification ICLR 2022
- FedGC — Federated Learning for Face Recognition with Gradient Correction AAAI 2022
- FedCP — FedCP: Separating Feature Information for Personalized Federated Learning via Conditional Policy KDD 2023
- GPFL — GPFL: Simultaneously Learning Generic and Personalized Feature Information for Personalized Federated Learning ICCV 2023
- MOON — Model Contrastive Federated Learning CVPR 2021 feature(gwk): add FedMOON algo #26
Scenario
- Cross domain. feature(hx): add domainnet dataset #36
System Design
- Publish python package.
- CI/CD + test pipeline.
- Enhanced documents. doc(gwk): upload visualization doc #52
- Chense doc: doc(gwk): polish English doc and upload Chinese doc #23
Visualization Tools
- Single loss-landscape visualizer and hessian eigen value analysis. feature(whl): add single loss landscape visualizer #37
- Activation maximization method. feature(whl): add activation maximization #42
Dataset
- Mini-ImageNet. feature(whl): add mini-imagenet dataset. #27
- ImageNet. feature(whl): Add ImageNet dataset. #28 feature(whl): add lmdb support for imagenet dataset #30
- AG-NEWS dataset (NLP classification task) feature(whl): add ag_news dataset. #31