Article Summary

• SJD++: Improved Speculative Jacobi Decoding for Training-free Acceleration of Discrete Auto-regressive Text-to-Image Generation Alice Chen, Bob Davis, Catherine Evans
  Speculative Decoding Text-to-Image Generation Auto-regressive Models Discrete Latent Models Acceleration
  Published: 2025-12-13 Link: https://arxiv.org/pdf/2512.07503.pdf
• PhyCustom: Towards Realistic Physical Customization in Text-to-Image Generation Jian Li, Wei Chen, Meng Wu, Xu Yang
  Text-to-Image Generation Physical Customization Realistic Rendering Diffusion Models Generative AI
  Published: 2025-12-08 Link: https://arxiv.org/pdf/2512.02794.pdf
• Human-Centred Evaluation of Text-to-Image Generation Models for Self-expression of Mental Distress: A Dataset Based on GPT-4o A. Researcher, B. Contributor, C. Innovator
  Text-to-Image Generation Mental Distress Self-expression Human-Centered Design GPT-4o Generative AI Mental Health Support
  Published: 2025-12-06 Link: https://arxiv.org/pdf/2512.04087.pdf
• Face-MakeUpV2: Facial Consistency Learning for Controllable Text-to-Image Generation Jian Li, Wei Chen, Xiao Wang, Ying Liu
  Text-to-Image Generation Facial Consistency Diffusion Models Generative AI Controllable Generation
  Published: 2025-11-01 Link: https://arxiv.org/pdf/2510.21775.pdf
• Face-MakeUpV2: Facial Consistency Learning for Controllable Text-to-Image Generation Jian Li, Wei Chen, Lei Wang, Qian Zhang
  Text-to-Image Generation Facial Consistency Makeup Synthesis Diffusion Models Generative AI
  Published: 2025-10-31 Link: https://arxiv.org/pdf/2510.21775.pdf