AINeutralarXiv – CS AI · 10h ago6/10
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Where Is My Physics Wrong? Localized and Identifiable Discovery of Model Discrepancy
Researchers introduce LISDD, a framework for identifying where and why physics-based models fail by localizing errors to specific operating regimes and discovering sparse symbolic corrections. The method outperforms existing global-correction approaches by keeping parameter bias near zero while maintaining statistical rigor through finite-sample testing.