@article{evolvereasonselfevolvingreasoningparadig, title = {EvolveReason: Self-Evolving Reasoning Paradigm for Explainable Deepfake Facial Image Identification}, author = {Binjia Zhou and Dawei Luo and Shuai Chen and Feng Xu and Seow and Haoyuan Li and Jiachi Wang and Jiawen Wang and Zunlei Feng and Yijun Bei}, year = {2026}, eprint = {2603.07515}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.07515}, }