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
Here are 24 public repositories matching this topic...
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
Cryptographically signed audit evidence and verification for privacy-preserving computation, with CKKS and FHE integrations.
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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Nov 9, 2026 - Python
A scalable, Fully Homomorphic Encryption (FHE) pipeline that allows for model inference on encrypted data without the need for decryption.
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Apr 11, 2024 - Jupyter Notebook
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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Oct 7, 2026 - Python
Collaborative Machine Learning approach to train a mode that classifies a person as smoker or non-smoker based on the user data. The distributed approach of training is done with secure model transmissions to central cloud location where Amazon EC2 instance aggregates the new model based on new training received in Homomorphically Encrypted forms
ml s3-bucket ec2-instance homomorphic-encryption collaborative-learning federated-learning distributed-learning mlops tenseal
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Jul 22, 2023 - Jupyter Notebook
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
Using fully homomorphic encryption (TenSEAL) for encryption and storage of biometric data.
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Sep 3, 2024 - Jupyter Notebook
Privacy-preserving biometric ML with PySyft + TenSEAL (homomorphic encryption / federated training)
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Oct 31, 2024 - Jupyter Notebook
Adaptive Noise-Aware Neural Network Training on CKKS-Encrypted Data. Trains a neural net entirely on ciphertexts (TenSEAL/Microsoft SEAL); an adaptive capacity-aware controller cuts ciphertext refreshes by 55% and training time by 42% versus a tuned fixed-schedule baseline, at identical accuracy.
python machine-learning cryptography homomorphic-encryption fhe privacy-preserving-machine-learning ckks streamlit tenseal openfhe
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Sep 23, 2026 - Python
PrivAnalytica is a prototype Encrypted Analytics-as-a-Service platform that uses TenSEAL (CKKS) to encrypt numeric datasets so statistical computations and ML inference can be performed on ciphertexts and server never sees. Results are returned in encrypted form and require a secret key to decrypt, preserving data confidentiality during processing.
python security data-privacy homomorphic-encryption applied-cryptography fastapi privacy-preserving-ml ckks tenseal
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Jul 14, 2026 - 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
This repository contains the practical component developed for my Applied Research Project CA 1 at Dublin Business School - MSc in Information Systems with Computing, Year 1, Semester 3.
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Nov 10, 2026 - Python
Federated learning with homomorphic-encrypted gradient aggregation — the server can compute on encrypted gradients but can never decrypt them.
python docker distributed-systems machine-learning grpc pytorch homomorphic-encryption federated-learning privacy-preserving-ml tenseal
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Aug 20, 2026 - Python
Reproducible benchmark of Homomorphic Encryption (CKKS/TenSEAL) vs AES-256 and RSA-2048 for numerical analytics: runtime, memory, ciphertext size and approximation error. Confidential Computing course project.
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Jul 29, 2026 - Python
This app uses Bluetooth to link a worker’s smartphone with a supervisor’s laptop for live health monitoring. PySyft handles secure biometric authentication, while machine learning detects injuries and visualizes them on a dashboard. Agentic AI responds to critical events by triggering emergency protocols and contacting 911 with location data.
python socket cryptography tcp numpy machine-learning-algorithms pandas bluetooth pytorch gemini error-handling cybersecurity nltk matplotlib pysyft tenseal langgraph agentic-ai mcpserver
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Sep 2, 2026 - Jupyter Notebook
Secure Cricket RAG Intelligence Engine — RAG pipeline with CKKS Fully Homomorphic Encryption | Llama 3.1/3.2 + ChromaDB + TenSEAL | Airtel Summer Internship 2026 | IIITDM Kurnool
python chatbot cricket llama homomorphic-encryption fhe rag ckks streamlit vector-database langchain chromadb retrieval-augmented-generation tenseal ollama
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Jul 2, 2026 - Python
Encrypted memory and search for AI apps.
cryptography privacy encryption embeddings homomorphic-encryption semantic-search fhe rag vector-search ckks tfhe tenseal
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Oct 28, 2026 - Python
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