@article{simpleconvergenceproofofadamfromasignlik,
  title = {Simple Convergence Proof of Adam From a Sign-like Descent Perspective},
  author = {Hanyang Peng and Shuang Qin and Yue Yu and Fangqing Jiang and Hui Wang and Zhouchen Lin},
  year = {2025},
  eprint = {2507.05966},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2507.05966},
}