FLAIR-THU / CreamFL
[ICLR 2023] Multimodal Federated Learning via Contrastive Representation Ensemble
☆96Updated 3 weeks ago
Alternatives and similar repositories for CreamFL:
Users that are interested in CreamFL are comparing it to the libraries listed below
- AAAI 2024 accepted paper, FedTGP: Trainable Global Prototypes with Adaptive-Margin-Enhanced Contrastive Learning for Data and Model Heter…☆40Updated 3 weeks ago
- [KDD 2023] FedMultimodal☆89Updated last year
- [NeurIPS'22 Spotlight] Federated Learning from Pre-Trained Models: A Contrastive Learning Approach☆42Updated last year
- PromptFL: Let Federated Participants Cooperatively Learn Prompts Instead of Models — Federated Learning in Age of Foundation Model☆32Updated last year
- [AAAI 2024] FedDAT: An Approach for Foundation Model Finetuning in Multi-Modal Heterogeneous Federated Learning☆41Updated 11 months ago
- Code release for Tackling Data Heterogeneity in Federated Learning with Class Prototypes appeared on AAAI2023.☆38Updated last year
- ☆27Updated 8 months ago
- Code Implementation and Informations about FedAS☆20Updated 5 months ago
- TPAMI2023 & CVPR2022 - Generalizable Heterogeneous Federated Cross-Correlation and Instance Similarity Learning & Learn From Others and B…☆101Updated last year
- This is the code for "TARGET: Federated Class-Continual Learning via Exemplar-Free Distillation" (ICCV 2023)☆38Updated 8 months ago
- CVPR2023 - Rethinking Federated Learning with Domain Shift: A Prototype View☆95Updated 2 weeks ago
- Official repository for Local Learning Matters: Rethinking Data Heterogeneity in Federated Learning [CVPR 2022 Oral, Best Paper Finalist]☆59Updated 2 years ago
- [AAAI'22] FedProto: Federated Prototype Learning across Heterogeneous Clients☆135Updated 2 years ago
- Federated Learning with New Knowledge -- explore to incorporate various new knowledge into existing FL systems and evolve these systems t…☆83Updated 11 months ago
- (NeurIPS 2022) Official Implementation of "Preservation of the Global Knowledge by Not-True Distillation in Federated Learning"☆82Updated last year
- [NeurIPS 2022] SemiFL: Semi-Supervised Federated Learning for Unlabeled Clients with Alternate Training☆36Updated last year
- ICLR 2022, "FedBABU: Toward Enhanced Representation for Federated Image Classification"☆50Updated 2 years ago
- ☆43Updated 2 weeks ago
- Global and Local Prompts Cooperation via Optimal Transport for Federated Learning☆33Updated 9 months ago
- Simplified Implementation of FedPAC☆50Updated last year
- ☆45Updated 2 years ago
- [ICLR2023] Official Implementation of Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning (http…☆66Updated last year
- ☆27Updated last year
- PyTorch implementation of Layer-wised Model Aggregation for Personalized Federated Learning☆84Updated last year
- [NeurIPS 2023] "FedFed: Feature Distillation against Data Heterogeneity in Federated Learning"☆17Updated last year
- AAAI 2023 accepted paper, FedALA: Adaptive Local Aggregation for Personalized Federated Learning☆121Updated 2 months ago
- ☆33Updated 3 years ago
- This is the formal code implementation of the CVPR 2022 paper 'Federated Class Incremental Learning'.☆104Updated last year
- ✨✨A curated list of latest advances on Foundation Models with Federated Learning☆72Updated last week
- This is the formal code implementation of the CVPR 2024 paper 'Traceable Federated Continual Learning'.☆11Updated 7 months ago