AmberLJC / FLsystem-paper
Federated Learning Systems Paper List
☆65Updated 7 months ago
Related projects: ⓘ
- Federated Learning Framework Benchmark (UniFed)☆47Updated last year
- Oort: Efficient Federated Learning via Guided Participant Selection☆122Updated 2 years ago
- ☆42Updated 2 years ago
- "Efficient Federated Learning for Modern NLP", to appear at MobiCom 2023.☆30Updated last year
- ☆19Updated 6 months ago
- ☆55Updated last year
- Papers related to federated learning in top conferences (2020-2024).☆65Updated 2 months ago
- Federated Learning - PyTorch☆15Updated 3 years ago
- [NeurIPS 2022] "FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction" by Samiul Alam, Luyang Liu, Ming Yan,…☆57Updated 3 weeks ago
- An implementation of federated learning research baseline methods based on FedML-core, which can be deployed on real distributed cluster …☆23Updated 2 years ago
- [ACM SoCC'22] Pisces: Efficient Federated Learning via Guided Asynchronous Training☆10Updated 9 months ago
- Federated Learning with New Knowledge -- explore to incorporate various new knowledge into existing FL systems and evolve these systems t…☆76Updated 7 months ago
- ☆28Updated 3 years ago
- Implementation of the FedPM framework by the authors of the ICLR 2023 paper "Sparse Random Networks for Communication-Efficient Federated…☆27Updated last year
- PyTorch for benchmarking communication-efficient distributed SGD optimization algorithms☆71Updated 3 years ago
- ☆23Updated last year
- Resource Efficient Federated Learning☆23Updated last year
- ☆13Updated 3 years ago
- Federated Dynamic Sparse Training☆30Updated 2 years ago
- diaoenmao / HeteroFL-Computation-and-Communication-Efficient-Federated-Learning-for-Heterogeneous-Clients[ICLR 2021] HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients☆143Updated last year
- ☆16Updated 3 months ago
- [ACM MobiCom 2022] "PyramidFL: Fine-grained Data and System Heterogeneity-aware Client Selection for Efficient Federated Learning" by Che…☆66Updated 2 years ago
- ☆26Updated last year
- Code for ScaleFL☆29Updated last year
- A Benchmark of Real-world Image Dataset for Federated Learning☆42Updated 4 years ago
- Understanding Top-k Sparsification in Distributed Deep Learning☆22Updated 4 years ago
- THU-AIR Vertical Federated Learning general, extensible and light-weight framework☆77Updated 2 months ago
- [ICLR2023] Official Implementation of Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning (http…☆60Updated last year
- FedScale is a scalable and extensible open-source federated learning (FL) platform.☆385Updated 9 months ago
- This is a collection of research papers for Federated Learning for Large Language Models (FedLLM). And the repository will be continuousl…☆54Updated 2 months ago