Pu Ren
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126
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ML×1AI×1physics.comp-ph×1
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2026
Unveiling Multi-regime Patterns in SciML: Distinct Failure Modes and Regime-specific Optimization
This paper analyzes the multi-regime behavior of Scientific Machine Learning (SciML) models, finding that optimization effectiveness is regime-specific and that failure modes require a unified, regime-aware diagnostic approach.
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cs.LGcs.AIphysics.comp-phRecentMay 27, 2026
Unveiling Multi-regime Patterns in SciML: Distinct Failure Modes and Regime-specific Optimization
Yuxin Wang, Yuanzhe Hu, Xiaokun Zhong, Xiaopeng Wang +6 more
This paper analyzes the multi-regime behavior of Scientific Machine Learning (SciML) models, finding that optimization effectiveness is regime-specific and that failure modes require a unified, regime…
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