A server-side CKKS GPU library fully interoperable with OpenFHE.
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Updated
Sep 11, 2026 - Cuda
A server-side CKKS GPU library fully interoperable with OpenFHE.
Open-source FHE client and toolchain. Build fully homomorphic encryption applications with the nb DSL, instrumented OpenFHE, FHETCH API or a CUDA-style library API, record one Polynomial IR trace, and deploy to the Niobium accelerator
Harness and example implementation the FHE fetch-by-similarity workload
Build apps that compute on data no one can see, not even the server running them. Agent skills that guide your AI coding agents from privacy idea to a working encrypted application.
Reference implementation of the BHDR regression kernel: BSGS-hoisted diagonal Kernel SHAP regression under CKKS FHE.
Unified attack-replay regression harness for FHE libraries (SEAL, OpenFHE, Lattigo, tfhe-rs).
Drop-in encrypted Fairlearn metrics over CKKS. Same API surface; ciphertext arithmetic via TenSEAL or OpenFHE.
30-day hospital readmission risk scored under fully homomorphic encryption. The patient is analyzed in full. The model reads nothing at all.
FHE Oracle — adversarial precision testing for Fully Homomorphic Encryption. Open-source edition (AGPL-3.0).
Research prototype for real Mamba-2-130M inference under CKKS/FHE (OpenFHE/FIDESlib-GPU): +0.12% PPL surrogate and a verified 24-layer, 3-token encrypted B300 path.
SafeAdapt-VANET: contract-constrained hierarchical LLM agent orchestration for privacy-preserving federated learning in dynamic vehicular networks (research prototype)
A Benchmarking Framework for Fully Homomorphic Encryption Libraries
Starter kit for encrypted (FHE) computation on the Niobium Fog. Apache-2.0 sample code + public SDK; Fog execution is a hosted service and needs a Niobium account.
Proxy simulation for evaluating encrypted LLM accuracy without running full CKKS inference. IIT Big Data X REU 2025, eScience 2025.
Run a neural-network intrusion detector on encrypted network traffic with FHE, executed on the Niobium Fog. Apache-2.0 sample code + public SDK; Fog execution is a hosted service and needs a Niobium account.
Encrypted matrix multiplication over CKKS — Aikata's challenge-winning circuit · FHERMA kernel catalogue
Docker base image with pre-built OpenFHE libraries for creating language bindings and applications. Ready-to-use development environment for homomorphic encryption projects.
GPU-accelerated homomorphic blind vector recall for OpenFHE CKKS via FIDESlib. Encrypted cosine recall from minutes to single-digit seconds per query, bit-exact, with the secret key never on the GPU.
Application of Homomorphic Encryption for Financial Services
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