Synergistic Optimization Alignment Alignment (SOA) is proposed, a sampling-free framework that tackles two challenges inherent in UniDAOD: multi-scale discriminator discrepancy and task-dominant gradient conflict.
Yuan-Fan Zheng, Jin-Lin Wu, Wu-Yang Li et al.· International Journal of Com...· 0 citations
SeqLoc is proposed, an online test-time sequence aggregation mechanism that recursively maintains a log-belief volume with three key components that outperforms single-frame localization by a large margin, improving both position and orientation recall by over 50%.
Junwei Zheng, Yunyi Huang, Ruize Dai et al.· 1 citation
Recent 4D LiDAR language models aim to reason about objects and their evolving spatial relationships. Yet, in our evaluation, always selecting the same option nearly matches the multiple-choice accuracy of two B4DL-derived configurations. We introduce LiDAR-Hallu, a geometry-referenced benchmark and diagnostic protocol...
Run-Yi Yang, Murat Akkoyun, Di Wen et al.· 0 citations
Quadruped mobile manipulation requires two tightly coupled capabilities: reaching manipulation-ready configurations and maintaining stable contact throughout articulated-object interaction. However, existing methods often terminate navigation near the target, leaving a gap between reachability and manipulation readines...
Haoran Lin, Ming Yang, Pengfei Qi et al.· 0 citations
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