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Author

Basile Terver

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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

What Drives Success in Physical Planning with Joint-Embedding Predictive World Models?

This work characterize models from this family of methods as JEPA-WMs and investigates the technical choices that make algorithms from this class work, and proposes a model that outperforms two established baselines, DINO-WM and V-JEPA-2-AC, in both navigation and manipulation tasks.

Basile Terver, Tsung-Yen Yang, Jean Ponce et al. · 49 citations · ⚡7

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