Towards Structured Mechanistic Reasoning in Single-cell Prediction
Yun-Hui Jang, Kaist Lu Zhu, Jake Fawkes et al.
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Preprint
Aug 2026
Abstract4D: A Large-Scale Dataset and Framework for Understanding the Visual Language of Abstract Art
This work analyzes the semantic structure of abstract art through large-scale embedding visualization, uncovering how perceptual relationships organize artistic meaning, and establishes benchmark tasks for classification, cross-modal retrieval, and text-to-image generation to evaluate how AI models perceive and reprodu...
Hao-Wei Zhang, Yuanpei Zhao, Ji-Zhe Zhou et al.
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