Showing stat.MLShow all
2 papers · 1 filter
stat.ML2025
CP: Leveraging Geometry for Conformal Prediction via Canonicalization
Putri A. van der Linden, Alexander Timans, Erik J. Bekkers
We study the problem of conformal prediction (CP) under geometric data shifts, where data samples are susceptible to transformations such as rotations or flips. While CP endows pre…
stat.ML2024
Conformal time series decomposition with component-wise exchangeability
Derck W. E. Prinzhorn, Thijmen Nijdam, Putri A. van der Linden +1
Conformal prediction offers a practical framework for distribution-free uncertainty quantification, providing finite-sample coverage guarantees under relatively mild assumptions on…