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Author

Hao-Qian Zhang

2 papers indexed here

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Preprint Oct 2026

Attributing HOW, Not Just WHICH: Counterfactual Response Trajectories for Diffusion Models

Diffusion models have achieved remarkable success in image generation, yet tracing their outputs to individual training examples remains challenging. Existing attribution methods often compress factor-specific effects into scalar responses, making distinct internal changes indistinguishable. This is particularly limiti...

Hao-Qian Zhang, Zi-Yuan Yang, Ze-Rui Shao et al. · 0 citations
Review Jul 2026

AISPA: User-Centric System Prompt Auditing for Large Language Model Applications

A user-centric framework for systematically auditing system prompts in AI systems, AISPA is introduced, a user-centric framework for systematically auditing system prompts in AI systems that examines specific parts of a system prompt and evaluates them along eight dimensions that matter to users.

Xiangning Lin, Shenzhe Zhu, Shu Yang et al. · 0 citations

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