flsystem-paper
github.com/amberljc/flsystem-paper ↗Federated Learning Systems Paper List
75
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47
Curated Resources
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21 hours ago
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FL Systems from big tech companiesOpen-source FL FrameworkFL x LLMEdge / MobileFederated Computation SystemsOptimization for FL SystemsSurveyGeneral insight for FLOther FL paper list
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Survey
- Advances and Open Problems in Federated Learning
- A Field Guide to Federated Optimization
- A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection
- Characterizing Impacts of Heterogeneity in Federated Learning upon Large-Scale Smartphone Data
- Towards Efficient Synchronous Federated Training: A Survey on System Optimization Strategies
- UNIFED: A Benchmark for Federated Learning Frameworks
Optimization for FL Systems
- A first look into the carbon footprint of federated learningEnergy-efficiency
Flower
- Auxo
SoCC' 23
- Federated Learning with Buffered Asynchronous Aggregation
AISTATS 22 🎓
- Federated Select: A Primitive for Communication- and Memory-Efficient Federated Learning
Google
- FedorAS: Federated Architecture Search under system heterogeneity
Samsung
- GlueFL
MLSys' 23
Federated Computation Systems
- Characterizing and Optimizing End-to-End Systems for Private Inference
ASPLOS 23 🎓
- Device-centric Federated Analytics At Ease
- STI: Turbocharge NLP Inference at the Edge via Elastic Pipelining
ASPLOS 23 🎓
- Walle: An End-to-End, General-Purpose, and Large-Scale Production System for Device-Cloud Collaborative Machine Learning
OSDI 22 🎓
- λ-FL : Serverless Aggregation For Federated Learning
AAAI 22 🎓
FL Systems from big tech companies
FL x LLM
Other FL paper list
- https://github.com/chaoyanghe/Awesome-Federated-Learning
- https://github.com/innovation-cat/Awesome-Federated-Machine-Learning
- https://github.com/weimingwill/awesome-federated-learning#resource-allocation
- https://github.com/youngfish42/Awesome-Federated-Learning-on-Graph-and-Tabular-Data#federated-learning-framework
General insight for FL
Showing a sample of 47 resources. View the full list on GitHub →