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Author

Tianshi Cao

2 papers indexed here

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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 Aug 2026

Context-Matched Distillation: Teacher Causality for Autoregressive Video Distillation

Context-Matched Distillation (CMD) is introduced, a causal DMD framework that aligns teacher supervision with the information available when each target is generated, and naturally extends to frame-wise and chunk-wise generation, long video distillation, and camera-conditioned distillation.

Hmrishav Bandyopadhyay, Xuanchi Ren, Zijian Huang et al. · 3 citations

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