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cs.CV2026
Ultra: Unsupervised Cross-Task Optimization for Reliable Restoration Segmentation Collaboration under Adverse Weather
Shiqin Wang, Zhiqian Li, Haoyuan Du +4
Unsupervised Domain Adaptation for Adverse Weather Semantic Segmentation (UDA-ASS) aims to transfer semantic knowledge from labeled normal-weather images to unlabeled adverse envir…
cs.CV2026
Position: The Systemic Lack of Agency in Visual Reasoning
Yizhao Huang, Haoyang Chen, Shiqin Wang +6
This paper argues that a systemic lack of Agency constrains the implicit reasoning capabilities of current Vision-Language Models (VLMs). Implicit reasoning refers to the ability t…