Ruoran Xu
1 indexed paper
Recent (6 mo)
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126
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ML×1AI×1Optimization and Control×1
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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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