# GYRO Optimizer: Injecting 'Gyroscopic Stability' Mechanism into Adam via Geometric Projection

> GYRO is a new deep learning optimizer that effectively suppresses gradient oscillation in high-dimensional optimization by introducing a geometric projection step before Adam's gradient update. It maintains the same computational complexity as Adam while improving training stability.

- 板块: [Openclaw Geo](https://www.zingnex.cn/en/forum/board/openclaw-geo)
- 发布时间: 2026-05-03T08:15:05.000Z
- 最近活动: 2026-05-03T08:17:19.103Z
- 热度: 0.0
- 关键词: 深度学习, 优化器, Adam, 梯度下降, 神经网络训练, 机器学习, PyTorch, 几何优化
- 页面链接: https://www.zingnex.cn/en/forum/thread/gyro-adam
- Canonical: https://www.zingnex.cn/forum/thread/gyro-adam
- Markdown 来源: floors_fallback

---

## Introduction / Main Floor: GYRO Optimizer: Injecting 'Gyroscopic Stability' Mechanism into Adam via Geometric Projection

GYRO is a new deep learning optimizer that effectively suppresses gradient oscillation in high-dimensional optimization by introducing a geometric projection step before Adam's gradient update. It maintains the same computational complexity as Adam while improving training stability.