Author

Yao Huang

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#artificial intelligence Preprint Sep 2026

ThinkingGuard: Decoding Implicit Hazards via Step-by-Step Risk Attribution in Multimodal Large Language Models

While Multimodal Large Language Models (MLLMs) are increasingly deployed in safety-critical domains, their reliability is threatened by multimodal implicit risks. Unlike explicit threats, these hazards emerge when individually benign text and neutral visual entities logically converge to induce unsafe outputs. Current...

Ruo-Chen Zhang, Yao Huang, Yi-Tong Sun et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Before the Script, Set the Stage: How Worldview Simulation Amplifies Psychologically Grounded Persuasion in Multi-Turn Jailbreaking

BluePRINT is introduced, a safety-evaluation framework separating a factorized social-influence strategy space from WORLDVIEWSIM, a cross-turn situational context module, and Monte Carlo Tree Search optimizes turn-level combinations of 18 theory-grounded influence factors across a four-turn trajectory.

Si-Yu Chen, Hao-Ran Wang, Xiaojian Li et al. · 0 citations