#uncertainty-quantification News & Analysis

152 articles tagged with #uncertainty-quantification. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

152 articles

AINeutralarXiv – CS AI · Mar 34/103

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DAWN-FM: Data-Aware and Noise-Informed Flow Matching for Solving Inverse Problems

Researchers introduce DAWN-FM, a new AI method using Flow Matching to solve inverse problems in fields like medical imaging and signal processing. The approach incorporates data and noise embedding to provide robust solutions even with incomplete or noisy observations, outperforming pretrained diffusion models in highly ill-posed scenarios.

AINeutralarXiv – CS AI · Mar 34/105

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Adaptive Uncertainty-Guided Surrogates for Efficient phase field Modeling of Dendritic Solidification

Researchers developed a new AI-powered surrogate model using XGBoost and CNNs to significantly reduce computational costs in phase field simulations for metal solidification processes. The adaptive uncertainty-guided approach achieves accurate predictions while requiring fewer expensive simulations and reducing CO2 emissions in additive manufacturing applications.

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