SPI transports nonconformity scores from sparse real data to abundant synthetic data, then runs conformal prediction on the transported scores, giving distribution-free coverage bounds and tighter prediction sets.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2025 1verdicts
ACCEPT 1representative citing papers
citing papers explorer
-
Synthetic-Powered Predictive Inference
SPI transports nonconformity scores from sparse real data to abundant synthetic data, then runs conformal prediction on the transported scores, giving distribution-free coverage bounds and tighter prediction sets.