August 4, 2025 8:30 AM (GMT+7) β 10:00 AM
From AI research:
π Privacy-preserving & Trustworthy AI β Overview
Letβs split this into two connected ideas:
1. Privacy-Preserving AI (PPAI)
This focuses on protecting user data while training or deploying AI systems.
Key Techniques:
- Federated Learning (FL):
- Differential Privacy (DP):
- Homomorphic Encryption:
- Secure Multi-party Computation (SMPC):
2. Trustworthy AI
This focuses on AI that is:
- Fair (no discrimination)
- Auditability & Governance
- Robust (not easily fooled)