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title: "Adam optimizer — Stuff That Spins"
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# Adam optimizer

**Type:** technology  
## Related Articles

- [Provable Edge-of-Stability for Adam on a One-Dimensional Quadratic](https://stuffthatspins.com/spin/provable-edge-of-stability-for-adam-on-a-one-dimensional-quadratic) — August 24, 2026

## Related Claims

- We prove that Adam exhibits a restoring tendency toward its frozen stability threshold $2(1+\beta_1)/[\eta(1-\beta_1)]$ in broad regimes.

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