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Author

Kailun Yang

School of Artificial Intelligence and Robotics, Hunan University

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Open access Sep 2026

Sampling-Free Universal Domain Adaptive Object Detection with Synergistic Optimization Alignment

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. · 0 citations
Preprint Aug 2026

SeqLoc: Beyond the Single Frame for Cross-View Geo-Localization in Feature-Sparse Scenes

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
#artificial intelligence Preprint Sep 2026

Do LiDAR Language Models Really Understand Spatio-temporal Relationships?

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
Preprint Aug 2026

TONAV: Task-Oriented Navigation and Action-Velocity Chunk Learning for Articulated Object Quadrupedal Mobile Manipulation

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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