@article{knnproxyefficienttrainingfreeproxyalignm, title = {$k$NNProxy: Efficient Training-Free Proxy Alignment for Black-Box Zero-Shot LLM-Generated Text Detection}, author = {Kahim Wong and Kemou Li and Haiwei Wu and Jiantao Zhou}, year = {2026}, eprint = {2604.02008}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.02008}, }