Author

Xingchen Zou

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Preprint Aug 2026

Generalization over Memorization: Generalization-Aware Diffusion Adaptation for Single-Image Multi-View Synthesis

We present the winning solution to the ACM Multimedia 2026 Grand Challenge on Single-Image Guided Multi-Angle Image Synthesis. It ranks first among 293 registered teams; 56 teams obtained at least one scored submission on the public Phase-A leaderboard. With only 40 training scenes, the challenge requires 26 target vie...

Jie Li, Xingchen Zou, Yuxuan Liang · 0 citations

#artificial intelligence Preprint Sep 2026

VLALight: Lightweight Vision-Language-Action Models for Emergency-Aware Traffic Signal Control

VLALight is proposed, a lightweight end-to-end vision-language-action framework that directly maps intersection observations and signal-phase information to discrete signal actions and enables direct action prediction with a compact 0.5 B-parameter model.

Ke-Mou Jiang, Mao-Nan Wang, Xingchen Zou et al. · 0 citations