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cs.CV2026
One Size, Many Fits: Aligning Diverse Group-Wise Click Preferences in Large-Scale Advertising Image Generation
Shuo Lu, Haohan Wang, Wei Feng +14
Advertising image generation has increasingly focused on online metrics like Click-Through Rate (CTR), yet existing approaches adopt a ``one-size-fits-all" strategy that optimizes…
cs.CV2025
Frustratingly Easy Feature Reconstruction for Out-of-Distribution Detection
Yingsheng Wang, Shuo Lu, Jian Liang +2
Out-of-distribution (OOD) detection helps models identify data outside the training categories, crucial for security applications. While feature-based post-hoc methods address this…
cs.CV2025
Uni-Layout: Integrating Human Feedback in Unified Layout Generation and Evaluation
Shuo Lu, Yanyin Chen, Wei Feng +7
Layout generation plays a crucial role in enhancing both user experience and design efficiency. However, current approaches suffer from task-specific generation capabilities and pe…