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Classroom Contents
Hermes Attack - Steal DNN Models in AI Privatization Deployment Scenarios
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- 1 Introduction
- 2 Motivations
- 3 Cost
- 4 Leak
- 5 Hermes Attack
- 6 Challenges
- 7 Attack Overview
- 8 Hardware
- 9 Package Relationships
- 10 Quick Facts
- 11 Out of Order Issues
- 12 GPU Command
- 13 Data Movement Command
- 14 Reverse Engineer
- 15 Split Command
- 16 Command Data Noise
- 17 Semantic Reconstruction
- 18 Offline Database Generation
- 19 Hyperparameter Reconstruct
- 20 No Directed Connections
- 21 Evaluation
- 22 Architecture Comparison
- 23 VGG Architecture
- 24 Accuracy Evaluation
- 25 Reconstruction Performance Evaluation
- 26 Countermeasures
- 27 Summary
