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Author

Shanhong Liu

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Preprint Oct 2026

WiSPER: Pose-Supervised Predictive and Residual Flow Refinement For Multi-Person 3D Pose Estimation With WiFi CSI

Multi-person 3D pose estimation with WiFi channel state information (CSI) is challenging because reflections from different people overlap without directly identifying individual joints. Existing masked embedding objectives capture wireless relationships without explicit pose supervision, while structured decoders can...

Gabriel Lee Jun Rong, Shan-Hong Liu, Pai Chet Ng et al. · 0 citations
Jul 2026

Beyond a Joke: Multi-Angle Reasoning for Detecting and Explaining Harmful Humor in Memes

This paper introduces MAR-12, a novel framework that leverages Vision Language Models (VLMs) for meme detection and understanding in settings where humorous and hateful elements may coexist, and confirms that MAR-12 produces coherent and persuasive explanations.

Shanhong Liu, Pai Chet Ng, D. Soh et al. · 0 citations

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