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Chenqi Kong

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#artificial intelligence Preprint Oct 2026

Across Viewpoints and Time: Trajectory-Generalizable Physical Attacks on World Models and Video Understanding Models

World models and video understanding models are increasingly deployed in dynamic visual environments, yet their robustness to physical adversarial threats remains largely underexplored. We study whether a single physical adversarial texture can mislead the victim model across different real-world scenarios where observ...

Song Xia, Mei-Wen Ding, Chen-Qi Kong et al. · 0 citations
Jul 2026

ENCORE: Event-Assisted Complementary Motion Refinement for Learned Video Compression

ENCORE, an Event-Assisted Complementary Motion Refinement framework for learned video compression, employs Complementary Motion Representation to decompose aligned RGB-event features into common and modality-specific motion representations and identifies event-specific responses that are active and novel relative to RG...

Shuhan Ye, Hong Yu, Chenqi Kong et al. · 0 citations

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