AffordSim is introduced, a scalable data generator and benchmark that integrates open-vocabulary 3D affordance prediction into simulation-based trajectory generation and achieves 93% of the trajectory collection success rate of manual contact annotations on affordance-critical tasks and 89% on hard composite tasks.
Ming-Yang Li, Hao Xu, Hao-Wen Sun et al.· arXiv.org· 0 citations
Learning to execute complex, multi-stage tasks requires skill representations that are both compositionally stable and adaptive in execution. Existing hierarchical approaches often face a fundamental trade-off: continuous skills suffer from representational drift due to unconstrained embedding boundaries, while discret...
Ziru Wang, Long Qian, Hao-Wen Sun et al.· IEEE Transactions on Automat...· 0 citations
World Model Assisted Safety Planning is proposed, a model-predictive shared autonomy framework for explicit safety constraint satisfaction that substantially reduces safety violations while preserving task performance and reducing unnecessary interventions over prior shared autonomy baselines.
Zecheng Shi, Jia-Wei Ye, Zeyang Liu et al.· Proceedings of the Thirty-Fi...· 0 citations
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