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Jin-Qing Zhang

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#artificial intelligence Preprint Nov 2026

Trajectory Evaluation via Rollout-Free World Model for End-to-end Autonomous Driving

This work proposes RFWorld, a Rollout-Free World model for end-to-end trajectory evaluation, which constructs a shared scene memory and shapes it into a future-readable representation via lightweight training-time temporal readout with semantic supervision, keeping training overhead low.

Jun-Zhe Wang, Jin-Qing Zhang, Qing-Jie Liu · 0 citations

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