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Home/Authors/Borong She

Borong She

1 indexed paper

Recent (6 mo)
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Publications per year

1
26

Top categories

ML×1AI×1Optimization and Control×1

Frequent co-authors

Ruoran Xu1×
Xiaobo Jin1×
Qiufeng Wang1×

Research Timeline

2026
Singularity-aware Optimization via Randomized Geometric Probing: Towards Stable Non-smooth Optimization

The paper introduces Singularity-aware Adam (S-Adam), a novel optimizer that stabilizes deep learning training in non-smooth loss landscapes by dynamically damping updates based on local geometric instability.

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Papers

cs.LGcs.AImath.OCRecentMay 28, 2026

Singularity-aware Optimization via Randomized Geometric Probing: Towards Stable Non-smooth Optimization

Ruoran Xu, Borong She, Xiaobo Jin, Qiufeng Wang

The paper introduces Singularity-aware Adam (S-Adam), a novel optimizer that stabilizes deep learning training in non-smooth loss landscapes by dynamically damping updates based on local geometric ins…

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