1 citations · 1 across the 1 of their papers we have counts for
3 papers
cs.LG2025
Guardian-regularized Safe Offline Reinforcement Learning for Smart Weaning of Mechanical Circulatory Devices
Aysin Tumay, Sophia Sun, Sonia Fereidooni +3
We study the sequential decision-making problem for automated weaning of mechanical circulatory support (MCS) devices in cardiogenic shock patients. MCS devices are percutaneous mi…
cs.LG2025
Conformal Prediction for Time-series Forecasting with Change Points
Sophia Sun, Rose Yu
Conformal prediction has been explored as a general and efficient way to provide uncertainty quantification for time series. However, current methods struggle to handle time series…
cs.AI2022★ 1 cited
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey
Sophia Sun
Machine learning methods are increasingly widely used in high-risk settings such as healthcare, transportation, and finance. In these settings, it is important that a model produce…