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Author

Wan-Cong Zhang

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#machine learning Preprint Oct 2026

H-JEPA: End-to-End Learning of Hierarchical World Models for Visual Planning

Long-horizon planning with latent world models requires reasoning across timescales and levels of abstraction. Existing task-agnostic JEPA world models predict and plan at a single timescale or with multiple horizons in one shared latent space. We introduce H-JEPA, an end-to-end recipe for training a hierarchy of actio...

Wan-Cong Zhang, Basile Terver, Michael G. Rabbat et al. · 0 citations
#artificial intelligence Preprint Sep 2026

AD-E2E-JEPA: A Joint-Embedding Predictive Architecture For End-to-End Autonomous Driving

Autonomous driving requires \textit{world models} that can understand the physical world, reason and plan, and operate safely. In this paper, we first systematically evaluate existing action-conditioned joint-embedding predictive architecture (JEPA) world models, including LeWM, DINO-WM, and JEPA-WM for end-to-end auto...

Hao-Ran Zhu, Wan-Cong Zhang, Yann LeCun et al. · 0 citations

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