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Architecture Decoupling Is Not All You Need For Unified Multimodal Model

Research paper by Dian Zheng and collaborators. Published 2025-11-27. Topics: multimodal models, image generation, understanding, task-specific multimodal interaction, cross-modal attention.

Resource information

Authors
Dian Zheng, Manyuan Zhang, Hongyu Li, Kai Zou, Hongbo Liu, Ziyu Guo, Kaituo Feng, Yexin Liu, Ying Luo, Yan Feng, Peng Pei, Xunliang Cai, Hongsheng Li
Research topics
multimodal models, image generation, understanding, task-specific multimodal interaction, cross-modal attention, Attention Interaction Alignment (AIA) loss, SFT, post-training stage, Qwen-VL, HunyuanImage, Emu3, Janus-Pro
Publication date
2025-11-27
Publication
arXiv
Last record update
Nov 3, 2026