Author

Jialong Zuo

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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 Jul 2026

FilmWorld: Agentic Novel-to-Film Generation through Dynamic Cinematic World Modeling

FilmEval is introduced, a systematic evaluation framework that couples a difficulty-graded benchmark of 15 representative novels with an automated protocol of nine objective metrics spanning three dimensions: cinematic presentation, film consistency, and novel fidelity.

Jialong Zuo, Haotong Zuo, Shiwei Zhang et al. · 0 citations