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From the 1 of 19 linked papers with an AI index.

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20242026
most citedA Mechanistic View on Video Generation as World Models: State and Dynamics

1 citations · 1 across the 8 of their papers we have counts for

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cs.CV2026

LongLive-2.0: An NVFP4 Parallel Infrastructure for Long Video Generation

Yukang Chen, Luozhou Wang, Wei Huang +13

We present LongLive-2.0, an NVFP4-based parallel infrastructure throughout the full training and inference workflow of long video generation, addressing speed and memory bottleneck…

cs.CV2026

RectifiedHR: Enable Efficient High-Resolution Synthesis via Energy Rectification

Zhen Yang, Guibao Shen, Minyang Li +5

Diffusion models have achieved remarkable progress across various visual generation tasks. However, their performance significantly declines when generating content at resolutions…

cs.CV2026

PanoVGGT: Feed-Forward 3D Reconstruction from Panoramic Imagery

Yijing Guo, Mengjun Chao, Luo Wang +5

Panoramic imagery offers a full 360° field of view and is increasingly common in consumer devices. However, it introduces non-pinhole distortions that challenge joint pose estimat…

cs.CV20261 cited

A Mechanistic View on Video Generation as World Models: State and Dynamics

Luozhou Wang, Zhifei Chen, Yihua Du +11

Large-scale video generation models have demonstrated emergent physical coherence, positioning them as potential world models. However, a gap remains between contemporary "stateles…

cs.CV2026

CamPilot: Improving Camera Control in Video Diffusion Model with Efficient Camera Reward Feedback

Wenhang Ge, Guibao Shen, Jiawei Feng +5

Recent advances in camera-controlled video diffusion models have significantly improved video-camera alignment. However, the camera controllability still remains limited. In this w…

cs.CV2026

VideoMemory: Toward Consistent Video Generation via Memory Integration

Jinsong Zhou, Yihua Du, Xinli Xu +7

Maintaining consistent characters, props, and environments across multiple shots is a central challenge in narrative video generation. Existing models can produce high-quality shor…