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Introduction
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Classroom Contents
Back to the Drawing Board - A Critical Evaluation of Poisoning Attacks on Federated Learning
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- 1 Introduction
- 2 Traditional Machine Learning
- 3 CrossDevice FL
- 4 Poisoning Attacks
- 5 Literature
- 6 Key Question
- 7 Outline
- 8 Prior Work
- 9 Three Main Dimensions
- 10 Global Model Parameters
- 11 Model Poisoning
- 12 Takeaways
- 13 Impractical Threat Models
- 14 Most Severe Threat Model
- 15 Untargeted Attacks
- 16 Practical Threat Models
- 17 Intuition
- 18 Data Poisoning
- 19 Key Results
- 20 Nonrobust Federated Learning
- 21 Cross Silo Federated Learning
- 22 CrossDevice Federated Learning
- 23 Robustness of Federated Learning
