Closed-loop visual servoing requires predictions that indicate whether an action reduces task error, not only whether the action is plausible. We call this gap the prediction-control mismatch and introduce WM-VS, a target-centric progress-aligned world-model framework for closed-loop visual servoing. Offline target-reg...
Guan-Zhong Sun, Jun-Yi Ma, Yi-Xuan Zhou et al.· 0 citations
Autonomous navigation in real-world public service, industrial inspection, and emergency response often faces frequent changes in nominally static scene structures, which can quickly invalidate pre-built global maps and naturally lead to a mapless navigation setting. We propose an end-to-end 3D LiDAR based navigation f...
Yue Zhai, Yan-Zi Miao· IEEE Robotics and Automation...· 0 citations
We propose EEG-VID, a task-guided latent predictive pretraining framework for EEG decoding under session and subject shifts. EEG-VID predicts future latent EEG states from recent history using an exponential-moving-average target encoder and weak task guidance, followed by supervised fine-tuning. Across VIG-48 and BCI...
Guan-Zhong Sun, Junyi Ma, Yu-Xin Wu et al.· 0 citations
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