@misc{indiciae1082dd8dc2b7, title = {Navigating the Noise: Bringing Clarity to ML Parameterization Design With O \$\textbackslash{}boldsymbol\{\textbackslash{}mathcal\{O\}\}\$(100) Ensembles}, author = {Lin, Jerry [Department of Earth System Sciences University of California at Irvine Irvine CA USA] (ORCID:0000000317789426) and Yu, Sungduk [Multimodal Cognitive AI Intel Labs Santa Clara CA USA] (ORCID:0000000245063887) and Peng, Liran [Department of Earth System Sciences University of California at Irvine Irvine CA USA] (ORCID:0000000329935208) and Beucler, Tom [Faculty of Geosciences and Environment University of Lausanne Lausanne Switzerland, Expertise Center for Climate Extremes University of Lausanne Lausanne Switzerland] (ORCID:0000000257311040) and Wong‐Toi, Eliot [Department of Statistics University of California at Irvine Irvine CA USA] and Hu, Zeyuan [Department of Earth and Planetary Sciences Harvard University Cambridge MA USA, NVIDIA Research Santa Clara CA USA] (ORCID:000000032041879X) and Gentine, Pierre [LEAP Science and Technology Center School of Engineering and Applied Sciences Climate School Columbia University New York NY USA] (ORCID:0000000208458345) and Geleta, Margarita [Department of Electrical Engineering and Computer Science Berkeley AI Research (BAIR) University of California at Berkeley Berkeley CA USA, Department of Biomedical Data Science Stanford University School of Medicine Palo Alto CA USA] and Pritchard, Mike [Department of Earth System Sciences University of California at Irvine Irvine CA USA, NVIDIA Research Santa Clara CA USA] (ORCID:0000000203406327)}, year = {2025}, doi = {10.1029/2024ms004551}, url = {https://www.osti.gov/biblio/2555905}, note = {Source identifier: 2555905} }