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Jie-Qi Shi

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#artificial intelligence Preprint Sep 2026

AD-WM: Action-Discriminative World Models for Counterfactual Model Predictive Control

Latent world models are typically trained to predict factual transitions, whereas model predictive control (MPC) must compare alternative actions from the same state. A model can therefore achieve low factual prediction error yet poorly distinguish candidate actions. We introduce AD-WM, an action-discriminative joint-e...

Jia-Bin Qiu, Zi-Xuan Chen, Hong-Ye Cao et al. · 0 citations

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