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Chen Lv

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#machine learning Preprint Oct 2026

PlanWAM: Planning-Shaped Future Representations for End-to-End Autonomous Driving

World models in end-to-end autonomous driving predict future scene evolution to provide foresight for trajectory planning. Existing methods mainly study how to predict the future and how to use it, but less often ask which future representation is actually most useful for planning. To this end, we propose PlanWAM, a Pl...

Jin-Chang Xu, Hong Yu, Feng-Wei Dong et al. · 0 citations
Jul 2026

GeoWorldAD: Geometry World Action Model for Autonomous Driving

GeoWorldAD is proposed, a geometry world action model that grounds trajectory planning in ego-aligned 3D space and anticipates short-horizon scene evolution with latent future geometry tokens and progressively aggregates multi-scale present geometry and latent future geometry through iterative trajectory refinement.

Song-Yan Zhang, Jin-Yu Tian, Han-Bing Li et al. · 1 citation

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