citizen science 1configuration interaction 1coronal brightness 1coupled cluster 1fine-structure constant variation 1hyperfine structure 1MHD modeling 1optical clocks 1precision measurement 1radial velocity 1solar corona 1total solar eclipse 1
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cs.LG2026
When to Trust, How to Distill: Multi-Foundation Model Guidance for Lightweight, Robust Scientific Time Series Forecasting
Rupasree Dey, Abdul Matin, Nathan Orwick +3
The deployment of Time-Series Foundation Models (TSFMs) in physical sciences is hindered by a critical trade-off: while these models encode rich, universal temporal dynamics, they…
cs.LG2025★ 5 cited
Uncertainty Quantification for Deep Learning
Peter Jan van Leeuwen, J. Christine Chiu, C. Kevin Yang
We present a critical survey on the consistency of uncertainty quantification used in deep learning and highlight partial uncertainty coverage and many inconsistencies. We then pro…