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LeakPro Wiki

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1. Introduction

• Background
• Vision
• Partners

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2. Attack Modules

• Attack Scenarios Overview
• How LeakPro Implements Attacks

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3. Attack Scenarios

3.1 Membership Inference Attack

• Attack Types:

  • Label-Only Attacks
  • Logit-Based Attacks

• Supported Data Modalities:

  • Image Data
  • Text Data
  • Tabular Data
  • Graph Data

• Implemented Attacks

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3.2 Data Reconstruction Attacks

• Attack Types:

  • Label-Only Attacks
  • Logit-Based Attacks

• Supported Data Modalities:

  • Image Data
  • Text Data
  • Tabular Data
  • Graph Data

• Implemented Attacks Reference:

  • List of Data Reconstruction Attacks

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3.3 Federated Learning Attacks

• Attack Types:

  • Gradient Leakage Attacks
  • Model Inversion Attacks

• Supported Data Modalities:

  • Image Data
  • Text Data
  • Tabular Data
  • Graph Data

• Implemented Attacks Reference:

  • List of Federated Learning Attacks

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3.4 Attacks on Synthetic Data

• Attack Types:

  • Membership Inference on Synthetic Data
  • Attribute Inference Attacks

• Supported Data Modalities:

  • Image Data
  • Text Data
  • Tabular Data
  • Graph Data

• Implemented Attacks Reference:

  • List of Attacks on Synthetic Data

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4. Technical Documentation

• Installation
• Configuration
• API Reference
• System Architecture

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5. Use Cases & Demos

• Tutorials
• Industry Scenarios

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7. Project Details

• Roadmap
• Contribution Guidelines
• Acknowledgements
• License & Legal