Vision-Language-Action (VLA) models that directly regress joint-space actions avoid the deployment-time cost of inverse kinematics. However, their training objectives remain misaligned with task success, as joint-space losses ignore the unequal physical consequences of joint errors and visual conditioning lacks explici...
Ze-Yuan Ren, Guan-Xun Zhao, Qi Li et al.· 0 citations
Generating LiDAR point clouds from multi-view camera images is a valuable task with applications in controllable data synthesis, cross-modal simulation and various perception tasks. However, most existing methods are not specifically designed for this task, and the quality of their generated LiDAR remains limited. More...
Si-Zhuo Zhou, Xiao-Song Jia, Fan-Rui Zhang et al.· 0 citations
RISE is proposed, a system-level adaptive imagination framework that makes sequential sequential Roll/Stop decisions according to the expected planning benefit of continued rollout, with additional transfer results supporting its plug-in generality across WAM architectures.
Hong-Bo Lu, Liang Yao, Chenghao He et al.· 4 citations
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