4 citations · 6 across the 5 of their papers we have counts for
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cs.LG2022★ 4 cited
Copula Conformal Prediction for Multi-step Time Series Forecasting
Sophia Sun, Rose Yu
Accurate uncertainty measurement is a key step to building robust and reliable machine learning systems. Conformal prediction is a distribution-free uncertainty quantification algo…
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…
cs.LG2022★ 1 cited
Probabilistic Symmetry for Multi-Agent Dynamics
Sophia Sun, Robin Walters, Jinxi Li +1
Learning multi-agent dynamics is a core AI problem with broad applications in robotics and autonomous driving. While most existing works focus on deterministic prediction, producin…