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LinkTeller: Recovering Private Edges from Graph Neural Networks via Influence Analysis

LinkTeller: Recovering Private Edges from Graph Neural Networks via Influence Analysis

IEEE Symposium on Security and Privacy via YouTube Direct link

Trade-off between Model Utility and Privacy

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11 of 12

Trade-off between Model Utility and Privacy

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Classroom Contents

LinkTeller: Recovering Private Edges from Graph Neural Networks via Influence Analysis

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  1. 1 Intro
  2. 2 Motivation
  3. 3 Vertically Partitioned Graph Data
  4. 4 Risks of Edge Privacy
  5. 5 Related Work & Preliminaries
  6. 6 Overview of the Attack
  7. 7 DP GCN Framework
  8. 8 Practical DP GCN
  9. 9 Evaluation of Link Teller
  10. 10 LinkTeller against DP GCN
  11. 11 Trade-off between Model Utility and Privacy
  12. 12 Summary

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