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Zan Gojcic

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NVIDIA OmniDreams: Real-Time Generative World Model for Closed-Loop Autonomous Vehicle Simulation

Preliminary results indicate that a world-action model (WAM) post-trained from OmniDreams achieves strong performance on the Physical AI Autonomous Vehicles NuRec dataset, surpassing the VLA-based Alpamayo 1.5 research policy model while using only 1/5 the total parameters.

Aarti Basant, Amlan Kar, Despoina Paschalidou et al. · 14 citations · ⚡2
Preprint Jul 2026

World from Motion: Generative Dynamic Gaussian Reconstruction from Monocular Video

The method sets a new state of the art in 4D reconstruction and seamlessly generalizes to in-the-wild videos with large viewpoint changes and dynamic motions, improving both novel-view synthesis and the underlying 3D motion.

Liyuan Zhu, Shengyu Huang, Amrita Mazumdar et al. · 0 citations

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