So Won Jeong

2 accepted papers

2026

SpeedCP: Fast Kernel-based Conditional Conformal Prediction

Yating Liu, Yeo Jin Jung, Zixuan Wu, So Won Jeong, Claire Donnat

ICML 2026poster

Conformal prediction provides distribution-free prediction sets with finite-sample conditional guarantees. RKHS-based frameworks—while promising for complex covariate shifts—suffer from prohibitive computational costs. To guarantee conditional validity under such shifts while ensuring feasibility, w…

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2023

Studying the Effect of GNN Spatial Convolutions On The Embedding Space’s Geometry

Claire Donnat, So Won Jeong

UAI 2023poster

By recursively summing node features over entire neighborhoods, spatial graph convolution operators have been heralded as key to the success of Graph Neural Networks (GNNs). Yet, despite the multiplication of GNN methods across tasks and applications, the effect of this aggregation operation has yet…

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