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Junxian Duan

4 accepted papers

2026

TVChain: Leveraging Textual-Visual Prompt Chains for Jailbreaking Large Vision-Language Models

AAAI 2026technical

Large Vision-Language Models (LVLMs) enhance the capabilities of Large Language Models by integrating visual inputs, thereby enabling advanced multimodal reasoning across diverse applications. However, these enhanced reasoning capabilities introduce new security risks, particularly to jailbreaking a

Cited by 0SourcePDFScholar
2026

VlogReward: Learning Multi-Dimensional Evaluation for Vlog Editing

ICML 2026poster

The rapid rise of vlogs as a personalized storytelling medium has created a demand for automated systems to evaluate and refine vlog editing plans. However, vlog assessment is highly subjective and remains challenging due to a lack of standardized criteria, dataset and benchmark, and effective rewar…

Cited by 0SourceScholar
2025

Dual-PST: Dual-Branch SpatioTemporal-Planar Network for Video Forgery Detection

ICASSP 2025accepted

With the advancement of generative AI, distinguishing real and AI-generated faces in videos has become increasingly challenging. However, traditional methods struggle to capture local details and temporal dynamics simultaneously, making it difficult to achieve high detection accuracy while maintaini…

Cited by 0SourceScholar
2025

Towards Robust Defense against Customization via Protective Perturbation Resistant to Diffusion-based Purification

ICCV 2025poster

Diffusion models like Stable Diffusion have become prominent in visual synthesis tasks due to their powerful customization capabilities, which also introduce significant security risks, including deepfakes and copyright infringement. In response, a class of methods known as protective perturbation e…

Cited by 0SourcePDFScholar