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Author

Shilin Fang

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Jul 2026

Towards Predictive, Aligned, and Scalable Robot Learning

Lumo-2 is introduced, a latent world-action model that generates actions by reasoning over world dynamics in latent space that consistently outperforms strong vision-language-action and world-action model baselines, with gains on challenging real-world tasks requiring temporal reasoning, physical understanding, or high control complexity.

Peijun Tang, Shang-Ping Xie, Baifu Huang et al. · 1 citation

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