Huangxy-Minel / System-Design-for-Federated-Learning
Paper list of federated learning: About system design
☆13Updated 2 years ago
Related projects: ⓘ
- [ACM SoCC'22] Pisces: Efficient Federated Learning via Guided Asynchronous Training☆10Updated 9 months ago
- Dual-way gradient sparsification approach for async DNN training, based on PyTorch.☆11Updated last year
- Federated Learning Framework Benchmark (UniFed)☆47Updated last year
- ☆42Updated 2 years ago
- ☆13Updated 3 years ago
- ☆10Updated 3 years ago
- This repository is the official implementation of 'EDEN: Communication-Efficient and Robust Distributed Mean Estimation for Federated Lea…☆13Updated 2 years ago
- Create tiny ML systems for on-device learning.☆20Updated 3 years ago
- Privacy Budget Orchestration in Machine Learning Workloads☆23Updated 11 months ago
- Ok-Topk is a scheme for distributed training with sparse gradients. Ok-Topk integrates a novel sparse allreduce algorithm (less than 6k c…☆23Updated last year
- ☆12Updated last year
- ☆24Updated 10 months ago
- ☆28Updated 3 years ago
- [ACM SIGCOMM 2024] "m3: Accurate Flow-Level Performance Estimation using Machine Learning" by Chenning Li*, Arash Nasr-Esfahany*, Kevin Z…☆14Updated 3 weeks ago
- MobiSys#114☆21Updated last year
- A Cluster-Wide Model Manager to Accelerate DNN Training via Automated Training Warmup☆31Updated last year
- ☆14Updated 2 years ago
- Hi-Speed DNN Training with Espresso: Unleashing the Full Potential of Gradient Compression with Near-Optimal Usage Strategies (EuroSys '2…☆12Updated last year
- Federated Learning Systems Paper List☆65Updated 7 months ago
- A Sparse-tensor Communication Framework for Distributed Deep Learning☆13Updated 2 years ago
- Cupcake: A Compression Scheduler for Scalable Communication-Efficient Distributed Training (MLSys '23)☆8Updated last year
- ☆26Updated last year
- ☆35Updated 4 months ago
- Network Traffic Transformer to learn network dynamics from packet traces. Learn fundamental dynamics with pre-training and fine-tune to m…☆17Updated 8 months ago
- Online Federated Learning.☆15Updated 3 years ago
- Oort: Efficient Federated Learning via Guided Participant Selection☆122Updated 2 years ago
- Deferred Continuous Batching in Resource-Efficient Large Language Model Serving (EuroMLSys 2024)☆11Updated 3 months ago
- A summay of existing works on vertical federated/split learning☆15Updated 2 years ago
- Code Implemntion from the article Multi-Armed Bandit Based Client Schedulingfor Federated Learning☆16Updated 3 years ago
- ☆22Updated 3 years ago