Author

Yin Li

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Preprint Oct 2026

CausalAlign: Causal Alignment of Video Generation Models for Consistent Ego-Motion

Diffusion-based video generation models (VGMs) can produce visually plausible videos, yet their camera ego-motion often drifts over long horizons. Camera ego-motion determines how the viewpoint changes between frames and is essential for maintaining consistent geometry and trajectories. To address this problem, we prop...

Kai Zhu, Yintianrun Zhang, Shuai Jiang et al. · 0 citations

#artificial intelligence Preprint Oct 2026

Memory as Weights: Internalizing Long-Term History for Streaming Videos

Streaming vision-language models (VLMs) must continuously integrate information from the past while remaining responsive to current observations and user queries. Existing memory mechanisms typically compress, retrieve, or cache historical observations and reintroduce them into the input context, forcing historical mem...

Zhuo-Ming Liu, Jin-Hong Lin, Lin Zhang et al. · 0 citations