Open-source tools for testing, auditing, and explaining encrypted-inference systems built on Fully Homomorphic Encryption (FHE).
- FHE Oracle — adversarial precision testing for FHE systems
- CipherExplain — encrypted explainability under CKKS (BHDR is one kernel inside it;
bhdr-ossis the open reference) - Fairlearn-FHE — encrypted fairness metrics
- RegAudit-FHE — signed audit evidence for regulated AI
- FHE Attack Replay — security regression testing for FHE configurations
Encrypted inference system
│
├── FHE Oracle: correctness / precision testing
├── Fairlearn-FHE: encrypted fairness metrics
├── CipherExplain: encrypted explainability
├── RegAudit-FHE: signed audit evidence
└── FHE Attack Replay: cryptographic regression gates
| Tool | Repo |
|---|---|
| FHE Oracle | fhe-oracle-oss |
| RegAudit-FHE | regaudit-fhe |
| Fairlearn-FHE | fairlearn-fhe |
| CipherExplain — BHDR kernel | bhdr-oss |
| FHE Attack Replay | fhe-attack-replay |
Each repository carries its own license. See individual READMEs for details.