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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…
cs.CV2018★ 2 cited
Efficient Uncertainty Estimation for Semantic Segmentation in Videos
Po-Yu Huang, Wan-Ting Hsu, Chun-Yueh Chiu +2
Uncertainty estimation in deep learning becomes more important recently. A deep learning model can't be applied in real applications if we don't know whether the model is certain a…