@article{countlooptrainingfreehighinstanceimagege, title = {CountLoop: Training-Free High-Instance Image Generation via Iterative Agent Guidance}, author = {Anindya Mondal and Ayan Banerjee and Sauradip Nag and Josep Llados and Xiatian Zhu and Anjan Dutta}, year = {2025}, eprint = {2508.16644}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.16644}, }