Completed
Key Results
Class Central Classrooms beta
YouTube videos curated by Class Central.
Classroom Contents
Back to the Drawing Board - A Critical Evaluation of Poisoning Attacks on Federated Learning
Automatically move to the next video in the Classroom when playback concludes
- 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
