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#artificial intelligence Preprint Feb 2026

Exact and Asymptotically Complete Robust Verifications of Neural Networks via Ising Solvers

A hybrid Benders solver with output-sensitive iteration bounds is developed, leveraging a Helly-based conflict compression theory to avoid generic exponential cut explosion and establishes an unconditionally polynomial Benders iteration complexity in network size.

Wen-Xin Li, Wen-Chao Liu, An-Zhe Jiang et al. · 0 citations
Open access Sep 2026

Mode-pairing quantum key distribution with a heralded single-photon source.

Mode-pairing quantum key distribution (MP-QKD) is a promising protocol immune to detector side-channel attacks and capable of breaking the repeaterless PLOB bound without global phase locking. Existing MP-QKD protocols employ weak coherent sources (WCSs) with a low probability of single-photon emission, hindering MP-QK...

Cheng Zhang, Jia-Wei Ying, Cheng Liu et al. · 0 citations

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