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20242026
most citedPBI-Attack: Prior-Guided Bimodal Interactive Black-Box Jailbreak Attack for Toxicity Maximization

1 citations · 2 across the 8 of their papers we have counts for

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cs.CR2024★ 1 cited

PBI-Attack: Prior-Guided Bimodal Interactive Black-Box Jailbreak Attack for Toxicity Maximization

Ruoxi Cheng, Yizhong Ding, Shuirong Cao +6

Understanding the vulnerabilities of Large Vision Language Models (LVLMs) to jailbreak attacks is essential for their responsible real-world deployment. Most previous work requires…

cs.SD2024

Gibberish is All You Need for Membership Inference Detection in Contrastive Language-Audio Pretraining

Ruoxi Cheng, Yizhong Ding, Shuirong Cao +2

Audio can disclose PII, particularly when combined with related text data. Therefore, it is essential to develop tools to detect privacy leakage in Contrastive Language-Audio Pretr…

cs.LG2024

AGR: Age Group fairness Reward for Bias Mitigation in LLMs

Shuirong Cao, Ruoxi Cheng, Zhiqiang Wang

LLMs can exhibit age biases, resulting in unequal treatment of individuals across age groups. While much research has addressed racial and gender biases, age bias remains little ex…

cs.LG2024

TUNI: A Textual Unimodal Detector for Identity Inference in CLIP Models

Songze Li, Ruoxi Cheng, Xiaojun Jia

The widespread usage of large-scale multimodal models like CLIP has heightened concerns about the leakage of PII. Existing methods for identity inference in CLIP models require que…

cs.AI2024★ 1 cited

Reinforcement Learning from Multi-role Debates as Feedback for Bias Mitigation in LLMs

Ruoxi Cheng, Haoxuan Ma, Shuirong Cao +6

Bias in LLMs can harm user experience and societal outcomes. However, current bias mitigation methods often require intensive human feedback, lack transferability to other topics o…