Author

Jeff Huang

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Preprint Sep 2026

Origin Is All You Need: Provenance-Aware Transformers for Structural Trust-Boundary Separation

Indirect prompt injection (IPI) remains a central safety and security challenge for large language model (LLM) systems because standard transformers lack architectural notion of source authority. Retrieved documents, user inputs, and system instructions are all processed through the same undifferentiated attention mech...

Yuxuan Zhang, Jeff Huang, Guo-Fei Gu · 0 citations

Preprint Aug 2026

FuzzingBrain-Bench V1: Evaluating Open-Ended Bug Discovery by LLMs

Evaluating the ability of large language models (LLMs) to discover software bugs is increasingly important. Existing benchmarks typically evaluate this capability by asking the model to generate a proof-of-concept input that triggers a predefined target vulnerability. However, this setup may overlook valid crashes disc...

Ze Sheng, Aleksandar Kezic, Zhicheng Chen et al. · 0 citations