Author

Jian Yang

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Preprint Sep 2026

ArtSociety: Multi-Agent Multimodal Collaboration for Art Emotion Understanding

The AffectiveArt Multidimensional Art Emotion Understanding task asks to jointly predict an artwork's fine-grained emotion (12 classes, 1549:1 head-to-tail ratio), binary valence/arousal, and five attribute-grounded descriptions -- sub-tasks that exhibit strong empirical trade-offs, so the single-model solutions we tri...

Jian Li, Fan-Fan Ji, Jinxiang Lai et al. · 0 citations

Jul 2026

ConsiSpace: Learning Geometric Consistency Matters for Video Spatial Reasoning

ConsiSpace is proposed, a geometry-consistency-aware framework for geometry-sensitive video spatial reasoning that turns spatial consistency into both an evidence organization principle and an explicit post-SFT learning signal, and utilizes unified consistency self-supervised reinforcement learning (UC-SSRL) after supe...

Ting Huang, Zhenyu Zhang, Wen-Yuan Huang et al. · arXiv.org · 0 citations