longtanle / awesome-federated-LLM-learning
This is a collection of research papers for Federated Learning for Large Language Models (FedLLM). And the repository will be continuously updated to track the frontier of FedLLM.
☆89Updated 3 months ago
Alternatives and similar repositories for awesome-federated-LLM-learning
Users that are interested in awesome-federated-LLM-learning are comparing it to the libraries listed below
Sorting:
- ☆76Updated 4 months ago
- An official implementation of "FedBiOT: LLM Local Fine-tuning in Federated Learning without Full Model", which has been accepted by KDD'2…☆45Updated 2 months ago
- ✨✨A curated list of latest advances on Large Foundation Models with Federated Learning☆111Updated last month
- ☆63Updated last year
- Awesome Federated Unlearning (FU) Papers (Continually Update)☆89Updated last year
- Latest Advances on Federated LLM Learning☆43Updated last month
- Papers related to federated learning in top conferences (2020-2024).☆68Updated 7 months ago
- This repository provides a comprehensive collection of papers focused on Multimodal Federated Learning (MMFL).☆47Updated 9 months ago
- ☆31Updated last year
- [KDD 2023] FedMultimodal☆106Updated last year
- AAAI 2024 accepted paper, FedTGP: Trainable Global Prototypes with Adaptive-Margin-Enhanced Contrastive Learning for Data and Model Heter…☆49Updated 4 months ago
- ☆95Updated 9 months ago
- ☆32Updated last year
- Simplified Implementation of FedPAC☆56Updated last year
- THU-AIR Vertical Federated Learning general, extensible and light-weight framework☆92Updated 9 months ago
- [ICLR 2023] Multimodal Federated Learning via Contrastive Representation Ensemble☆108Updated 4 months ago
- You only need to configure one file to support model heterogeneity. Consistent GPU memory usage for single or multiple clients.☆155Updated 3 weeks ago
- Federated Learning in CVPR2024☆17Updated 11 months ago
- "Efficient Federated Learning for Modern NLP", to appear at MobiCom 2023.☆34Updated last year
- [AAAI 2024] FedDAT: An Approach for Foundation Model Finetuning in Multi-Modal Heterogeneous Federated Learning☆54Updated last year
- ☆26Updated last year
- ☆34Updated 3 years ago
- CVPR 2024 accepted paper, An Upload-Efficient Scheme for Transferring Knowledge From a Server-Side Pre-trained Generator to Clients in He…☆57Updated 2 months ago
- [ICLR2023] Official Implementation of Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning (http…☆69Updated 2 years ago
- [AAAI'22] FedProto: Federated Prototype Learning across Heterogeneous Clients☆151Updated 2 years ago
- [NeurIPS 2022] "FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction" by Samiul Alam, Luyang Liu, Ming Yan,…☆61Updated 8 months ago
- This is the official implementation of the IJCAI 2024 paper "FedPFT: Federated Proxy Fine-Tuning of Foundation Models".☆22Updated last year
- The is the official implementation of ICML 2023 paper "Revisiting Weighted Aggregation in Federated Learning with Neural Networks".☆56Updated last year
- Codes for FedKD☆57Updated 2 years ago
- Heterogeneous Federated Learning: State-of-the-art and Research Challenges☆148Updated 4 months ago