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Ben-Yuan Meng

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Preprint Oct 2026

Why DiT Models Underperform as Representation Learners without Long Skip Connections

Diffusion feature, i.e., intermediate activations extracted from diffusion model backbones, has emerged as a promising approach for unifying generation and vision understanding (discrimination). Despite the advancement of diffusion backbones into Diffusion Transformers (DiT), it has been found in previous literature th...

Ben-Yuan Meng, Yi-Liang Zhang, Jin-Wen Wu et al. · 0 citations

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