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Lidiia Pukhkan

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#graph neural networks Open access Oct 2026

When External Numerical Guards Detect Injected Faults in Neural-Network Inference

External guards can withhold an accelerator's output and trigger recovery, but their usefulness depends on which faults their numerical tests detect. We examine software fault-injection campaigns in convolutional networks, a vision transformer, and a decoder language model, distinguishing reported results from independ...

Serhii Serhieiev, Lidiia Pukhkan · 0 citations
#graph neural networks Open access Oct 2026

When External Numerical Guards Detect Injected Faults in Neural-Network Inference

External guards can withhold an accelerator's output and trigger recovery, but their usefulness depends on which faults their numerical tests detect. We examine software fault-injection campaigns in convolutional networks, a vision transformer, and a decoder language model, distinguishing reported results from independ...

Serhii Serhieiev, Lidiia Pukhkan · 0 citations

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