Author

Daniel Alabi

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Preprint Sep 2026

Quantum Secure Non-Interactive Reductions

Efficient models for secure computation often rely on offline preprocessed correlations, which subsequently enable private online computation from minimal assumptions. Within these models, the study of secure non-interactive reductions (SNIR) formalizes when one classical correlation can be non-interactively transforme...

Maxwell Gold, Sarah Hagen, Daniel Alabi et al. · 0 citations

Preprint Oct 2026

Quantum Advantage for Two-Party Differential Privacy

We introduce information-theoretically private quantum protocols for two-party Hamming distance when both parties must output the same estimate. Classically, for input length $n$, information-theoretic protocols require $\Omega(\sqrt{n})$ error under pure differential privacy and $\Omega(\sqrt{n}/\log n)$ error under s...

Daniel Alabi, Emil T. Khabiboulline · 0 citations

Preprint Aug 2026

DIME: Query-Efficient Framework for Membership Inference on Diffusion Models

DIME (Denoiser Ideal Membership Error), a theoretically grounded and query-efficient framework for membership inference on diffusion models, is introduced, which reveals that membership leakage is governed by the denoiser's implicit reconstruction error.

Tue Do, Daniel Alabi · 0 citations