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News/A Rod Flow Model for Adam at the Edge of Stability
arxiv
PublishedMay 11, 2026 at 4:00 AM
—neutral

A Rod Flow Model for Adam at the Edge of Stability

Source
arxiv.orgfull article ↗
Read on arxiv→
Publisher summary· verbatim

arXiv:2605.06821v1 Announce Type: cross Abstract: Cohen et al. (arXiv:2207.14484) observed that adaptive gradient methods such as Adam operate at the edge of stability. While there has been significant work on continuous-time modeling of gradient descent at the edge of stability, extending these mod

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Discussion
Mentioned models
05
  • 01
    Adam
  • 02
    RMSProp
  • 03
    NAdam
  • 04
    Heavy Ball Momentum
  • 05
    Nesterov Momentum
Source
↗
arxiv
Read original ↗All from arxiv →
Tags
04
#optimization#machine learning#momentum methods#stability

No replies yet. Be first.

Mentioned models
05
  • 01
    Adam
  • 02
    RMSProp
  • 03
    NAdam
  • 04
    Heavy Ball Momentum
  • 05
    Nesterov Momentum
Source
↗
arxiv
Read original ↗All from arxiv →
Tags
04
#optimization#machine learning#momentum methods#stability
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Originally published on arxiv ↗
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