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nGraph-HE2: A high-throughput framework for neural network inference on encrypted data,

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cs.CR 1

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2026 1

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UNVERDICTED 1

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Decision-Aware Quadratic ReLU Replacement for HE-Friendly Inference

cs.CR · 2026-05-21 · unverdicted · novelty 7.0 · 2 refs

Formulates quadratic ReLU replacement as a linear separation problem in lifted space, with exact conditions for calibration-lossless replacement and convex relaxations for approximate cases, achieving plaintext accuracy at lower cost under CKKS.

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  • Decision-Aware Quadratic ReLU Replacement for HE-Friendly Inference cs.CR · 2026-05-21 · unverdicted · none · ref 11 · 2 links

    Formulates quadratic ReLU replacement as a linear separation problem in lifted space, with exact conditions for calibration-lossless replacement and convex relaxations for approximate cases, achieving plaintext accuracy at lower cost under CKKS.