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Home/Authors/Liling Zheng

Liling Zheng

1 indexed paper

Recent (6 mo)
1
With code
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Publications per year

1
26

Top categories

Crypto×1ML×1

Frequent co-authors

Ziyang You1×
Xiaoke Yang1×
Xuxing Lu1×

Research Timeline

2026
DiffusionHijack: Supply-Chain PRNG Backdoor Attack on Diffusion Models and Quantum Random Number Defense

The paper introduces DiffusionHijack, a supply-chain backdoor attack that compromises the PRNG used by diffusion models to deterministically control generated images, which is successfully mitigated by replacing the PRNG with a quantum random number generator (QRNG).

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Papers

cs.CRcs.LGRecentMay 13, 2026

DiffusionHijack: Supply-Chain PRNG Backdoor Attack on Diffusion Models and Quantum Random Number Defense

Ziyang You, Liling Zheng, Xiaoke Yang, Xuxing Lu

The paper introduces DiffusionHijack, a supply-chain backdoor attack that compromises the PRNG used by diffusion models to deterministically control generated images, which is successfully mitigated b…

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