Author

Naveed Akhtar

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Preprint Aug 2026

On the Limitations of Cross-Lingual Consistency in Multilingual Text-to-image Generation

Text-to-image (T2I) generation has achieved remarkable progress in recent years. However, existing research has largely focused on English-only settings, leaving cross-lingual performance gaps and language-specific effects insufficiently explored. To fill this gap, we introduce LingT2I, a benchmark covering 10 widely u...

Si-Cheng Zhang, Zhong-Hao Yan, Bin-Zhu Xie et al. · 0 citations

Jul 2026

Introspective Attention Modulation for Safe Text-to-Image Generation

The results reveal that attention-space regulation offers a considerably more promising path to safer diffusion transformer based image generation than the existing concept erasing mechanism.

Basim Azam, Hossein Rahmani, Naveed Akhtar · arXiv.org · 0 citations

Jun 2026

Intermediate Text Representation Guided Text-to-Image Generation for Enhancing One-and-Only Alignment

Intermediate Text Representation (IR)-guided diffusion is proposed, which injects intermediate hidden states of the text encoder into the conditioning signal during early denoising steps, recovering suppressed concepts without any additional training, optimization, or external models.

Soyoun Won, Aryan Yazdan Parast, Basim Azam et al. · arXiv.org · 0 citations