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Jing-Xiang Qu

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#artificial intelligence Preprint Sep 2026

ReFM: Semantic-Aware Refinement Flow Model for Motion Retargeting

Motion retargeting transfers motion across characters with different skeletal structures while preserving semantic intent and physical plausibility. Despite recent progress, two fundamental questions remain: (i) how can reliable source-motion semantics be learned without high-quality paired retargeting data, and (ii) h...

Jing-Xiang Qu, Lucie Taglienti, Evan Atherton · 0 citations
#machine learning Preprint Aug 2026

HP-JEPA: Hierarchical Partitioning for Multi-Resolution Graph Joint-Embedding Predictive Learning

Graph self-supervised learning aims to learn transferable representations from large-scale unlabeled graph data. Joint-embedding predictive architectures (JEPAs) avoid explicit negative-pair construction and raw-input reconstruction by predicting masked targets directly in latent space. However, existing graph JEPAs ty...

Ruichen Xu, Jingxiang Qu, Wenhan Gao et al. · 0 citations

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