Search Results for author: Haolin Yuan

Found 4 papers, 3 papers with code

SneakyPrompt: Jailbreaking Text-to-image Generative Models

1 code implementation20 May 2023 Yuchen Yang, Bo Hui, Haolin Yuan, Neil Gong, Yinzhi Cao

Text-to-image generative models such as Stable Diffusion and DALL$\cdot$E raise many ethical concerns due to the generation of harmful images such as Not-Safe-for-Work (NSFW) ones.

Reinforcement Learning (RL) Semantic Similarity +1

Practical Blind Membership Inference Attack via Differential Comparisons

1 code implementation5 Jan 2021 Bo Hui, Yuchen Yang, Haolin Yuan, Philippe Burlina, Neil Zhenqiang Gong, Yinzhi Cao

The success of the former heavily depends on the quality of the shadow model, i. e., the transferability between the shadow and the target; the latter, given only blackbox probing access to the target model, cannot make an effective inference of unknowns, compared with MI attacks using shadow models, due to the insufficient number of qualified samples labeled with ground truth membership information.

Inference Attack Membership Inference Attack

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