Privacy-preserving LLM inference with CKKS homomorphic encryption and Private Linear Layer (PLL) protection for LoRA fine-tuned models
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Oct 18, 2025 - Python
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tenseal
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Fully Homomorphic Encryption for Private Federated Learning
machine-learning neural-networks telematics homomorphic-encryption federated-learning ckks fully-homomorphic-encryption automotive-industry usage-based-insurance driver-behaviour-classification tenseal
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Dec 13, 2023 - Python
Drop-in encrypted Fairlearn metrics over CKKS. Same API surface; ciphertext arithmetic via TenSEAL or OpenFHE.
python machine-learning privacy audit compliance homomorphic-encryption fairness fhe fairness-ml ckks fairlearn tenseal openfhe
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May 3, 2026 - Python
Depth-tracked regulatory audit primitives for privacy-preserving AI audits with signed envelopes and TenSEAL CKKS support.
python cryptography calibration homomorphic-encryption audit-trail fhe drift-detection ckks regulatory-compliance algorithmic-auditing tenseal model-governance ai-auditing privacy-preserving-ai fairness-audit
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May 4, 2026 - Python
A Two-Party Secure Computation Protocol using Homomorphic Encryption
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Jul 6, 2025 - Python
Privacy-preserving disease risk prediction using the CKKS homomorphic encryption scheme.
python homomorphic-encryption fhe disease-prediction privacy-preserving-machine-learning ckks healthcare-analytics tenseal machne-learning
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Jul 8, 2025 - Python
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Aug 12, 2024 - Python
Privacy-preserving IoT data transaction system combining blockchain, IPFS, access control, encrypted computation, and ML-driven pricing.
iot machine-learning encryption ipfs smart-contracts blockchain access-control datasharing privacy-preserving ganache ckks tenseal
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May 1, 2026 - Python
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