LibFHE: A Numba-Based CUDA-Python Library for Non-RNS CKKS-BGV Fully Homomorphic Encryption on GPUs arxiv.org
Paper on LibFHE, a Numba/CUDA-Python GPU FHE library for non-RNS CKKS-BGV, because C++ was too mainstream.
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01 02 LibFHE: A Numba-Based CUDA-Python Library for Non-RNS CKKS-BGV Fully Homomorphic Encryption on GPUs arxiv.orgNon-RNS CKKS-BGV on GPUs, because apparently someone missed the usual RNS memo and still got competitive performance.03 LibFHE: A Numba-Based CUDA-Python Library for Non-RNS CKKS-BGV Fully Homomorphic Encryption on GPUs arxiv.orgNon-RNS CKKS-BGV on GPUs, apparently via Numba, and the paper claims C++-library-level performance without the C++.04 Native Goldilocks/G64 NTTs on an RTX4090, with qingming_fast/standard benchmarks and validated LDE domains up to 2^30.05 Trimmed ICICLE repo for MSM, NTT, and ECNTT on BN254/BLS12-381, with CPU/CUDA backends and C++, Rust, Go bindings.06 Can you brick a CUDA collective by flipping its masks, lanes, or epochs? This paper says yes, then adds CICs.