Diffusion models are vulnerable to supply-chain PRNG hijacking that forces pixel-perfect attacker-chosen outputs, and QRNG eliminates the attack.
Denoising diffusion implicit models
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UniPCB reaches 98.0% mAP@0.5 on PCB defect detection by synthesizing realistic defects via multi-modal diffusion and feeding them into an attention-based detector.
citing papers explorer
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DiffusionHijack: Supply-Chain PRNG Backdoor Attack on Diffusion Models and Quantum Random Number Defense
Diffusion models are vulnerable to supply-chain PRNG hijacking that forces pixel-perfect attacker-chosen outputs, and QRNG eliminates the attack.
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UniPCB: A Generation-Assisted Detection Framework for PCB Defect Inspection
UniPCB reaches 98.0% mAP@0.5 on PCB defect detection by synthesizing realistic defects via multi-modal diffusion and feeding them into an attention-based detector.