@article{nonmarkovmultiroundconversationalimagege, title = {Non-Markov Multi-Round Conversational Image Generation with History-Conditioned MLLMs}, author = {Haochen Zhang and Animesh Sinha and Felix Juefei-Xu and Haoyu Ma and Kunpeng Li and Zhipeng Fan and Meng Dong and Xiaoliang Dai and Tingbo Hou and Peizhao Zhang and Zecheng He}, year = {2026}, eprint = {2601.20911}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.20911}, }