AINeutralarXiv – CS AI · 14h ago6/10
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The Phantom of PCIe: Constraining Generative Artificial Intelligences for Practical Peripherals Trace Synthesizing
Researchers introduce Phantom, a framework that combines generative AI with constraint-based post-processing to synthesize valid PCIe protocol traces for hardware simulation. The system addresses a critical limitation of naive AI generation—hallucination of protocol-violating sequences—achieving up to 1000x improvements in task-specific metrics compared to existing approaches.