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Boxiang Qiu

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#artificial intelligence Preprint Oct 2026

Rollback: Experience Backtracking in World Models for Policy Improvement

This work introduces Rollback, a policy improvement paradigm that turns world models from passive simulators into counterfactual engines, and builds a scalable training system that unifies distributed world-model search with asynchronous real-robot execution, forming a self-reinforcing cycle.

Jia-Yi Luo, Yang Zhang, Li-Liang Chen et al. · 0 citations

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