longtanle / awesome-federated-LLM-learningView external linksLinks
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.
☆104Jul 17, 2025Updated 7 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:
- ☆18Oct 12, 2023Updated 2 years ago
- ☆462Dec 12, 2024Updated last year
- An official implementation of "FedBiOT: LLM Local Fine-tuning in Federated Learning without Full Model", which has been accepted by KDD'2…☆61Mar 3, 2025Updated 11 months ago
- ☆117Aug 14, 2024Updated last year
- ✨✨A curated list of latest advances on Large Foundation Models with Federated Learning☆151Jan 21, 2026Updated 3 weeks ago
- CVPR 2024 accepted paper, An Upload-Efficient Scheme for Transferring Knowledge From a Server-Side Pre-trained Generator to Clients in He…☆66Mar 12, 2025Updated 11 months ago
- ☆110Jan 2, 2025Updated last year
- Federated Learning - PyTorch☆15Jun 27, 2021Updated 4 years ago
- Federated Learning for LLMs.☆250Feb 6, 2026Updated last week
- Latest Advances on Federated LLM Learning☆97Jul 7, 2025Updated 7 months ago
- Code for "Thinking Forward: Memory-Efficient Federated Finetuning of Language Models" (NeurIPS 2024). Spry is a federated learning al…☆12Oct 8, 2024Updated last year
- The implement of FedCyBGD☆11Jul 19, 2024Updated last year
- 🔥[MobiCom'25 Poster] AFL-Lib: An Asynchronous Federated Learning Library and Benchmark☆34Jul 23, 2025Updated 6 months ago
- Implementation for PrE-Text: Training Language Models on Private Federated Data in the Age of LLMs☆24Jun 6, 2024Updated last year
- The is the official implementation of ICML 2023 paper "Revisiting Weighted Aggregation in Federated Learning with Neural Networks".☆62Aug 28, 2023Updated 2 years ago
- An easy-to-use federated learning platform☆1,509Aug 10, 2024Updated last year
- ☆23May 21, 2025Updated 8 months ago
- ☆21Dec 2, 2024Updated last year
- Shepherd: A foundational framework enabling federated instruction tuning for large language models☆246Jul 7, 2023Updated 2 years ago
- Federated Learning in CVPR2024☆19Jun 6, 2024Updated last year
- [AAAI 2024] FedDAT: An Approach for Foundation Model Finetuning in Multi-Modal Heterogeneous Federated Learning☆64Jan 21, 2024Updated 2 years ago
- [DMLR 2024] FedAIoT: A Federated Learning Benchmark for Artificial Intelligence of Things☆59Aug 27, 2024Updated last year
- Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)☆1,941Oct 5, 2025Updated 4 months ago
- Official repository for Towards Multi-modal Transformers in Federated Learning (ECCV2024)☆20Feb 4, 2025Updated last year
- This repository provides a comprehensive collection of papers focused on Multimodal Federated Learning (MMFL).☆76Jul 31, 2024Updated last year
- AAAI 2024 accepted paper, FedTGP: Trainable Global Prototypes with Adaptive-Margin-Enhanced Contrastive Learning for Data and Model Heter…☆63Dec 27, 2024Updated last year
- The Code for Homeomorphic Projection☆13Sep 21, 2023Updated 2 years ago
- Federated Dynamic Sparse Training☆32May 26, 2022Updated 3 years ago
- Rethinking Data Heterogeneity in Federated Learning: Introducing a New Notion and Standard Benchmarks☆26Nov 13, 2022Updated 3 years ago
- ☆66Jun 2, 2023Updated 2 years ago
- This is the official implementation of the IJCAI 2024 paper "FedPFT: Federated Proxy Fine-Tuning of Foundation Models".☆26Apr 28, 2024Updated last year
- ICCV 2023 accepted paper, GPFL: Simultaneously Learning Global and Personalized Feature Information for Personalized Federated Learning☆25Nov 11, 2024Updated last year
- repo in several methods FedAvg, FedMD, FedProto, FedProx, FedHKD.☆27Nov 21, 2023Updated 2 years ago
- ICML 2024 - Self-Driven Entropy Aggregation for Byzantine-Robust Heterogeneous Federated Learning☆10Jul 16, 2024Updated last year
- ☆12May 18, 2024Updated last year
- Resource Efficient Federated Learning☆25Jan 13, 2023Updated 3 years ago
- Benchmark of federated learning. Dedicated to the community. 🤗☆669Jan 25, 2026Updated 3 weeks ago
- ☆84Oct 23, 2024Updated last year
- Indoor and outdoor (urban) channel simulations using Winprop API.☆12Dec 2, 2023Updated 2 years ago