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Author

Lan-Miao Liu

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Preprint Oct 2026

SynerGest: Temporal-Spatial Synergistic Gesture Generation for Dyadic Conversations

Co-speech gesture generation in dyadic conversations for creating immersive virtual avatars remains highly challenging. Existing models often struggle to balance kinematic stability with rhythmic responsiveness and suffer from semantic entanglement, leading to either generic mean-pose regression or unnatural micro-jitt...

Cheng-Xiang Guo, Jian Wang, Lan-Miao Liu et al. · 0 citations
Preprint Oct 2026

Perceptually Grounded and Semantics-Aware Evaluation for Holistic Co-Speech Gesture Generation

Holistic and semantics-aware co-speech gesture generation has advanced rapidly, yet evaluation remains behind: objective metrics do not consistently reflect human perception, and semantic appropriateness remains difficult to quantify. We present a perceptually grounded and semantics-aware benchmark that combines standa...

Nick Milkin, Lan-Miao Liu, E. Ghaleb et al. · 0 citations

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