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Author

Han-Yu Zhou

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Preprint Aug 2026

Tether the Subject, Release the Scene: Query-Aware Memory Routing for Long-Horizon Autoregressive Video Generation

TetherMem is introduced, a training-free, query-aware spatiotemporal memory router for frozen video generators that separates subject and scene queries and modulates historical access with region- and age-conditioned priors: subject queries retain identity-bearing history, while scene queries reduce reliance on subject history and stale backgrounds.

Chen Li, Peng Zhang, Han-Yu Zhou et al. · 0 citations
Preprint Aug 2026

UniMoFlow: Grounding Instruction-Driven 3D Human Motion Editing in Generation

A closed-loop synthesis-and-verification pipeline that produces Omni-MoEdit, a large-scale dataset spanning body-part, amplitude, temporal, action, and style edits, and a unified latent flow-matching model that shares broad semantic and kinematic knowledge between generation and editing is developed.

Yilei Hua, Beibei Jing, Ce Zheng et al. · 0 citations

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