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cs.LG2026
Retrieval-Corrected Conformal Prediction for Time Series
Sangjin Jin, Kangmin Kim, Junhyeong Lee +1
Conformal prediction (CP) provides distribution-free prediction intervals for fixed forecasters, but its standard calibration procedure is often inefficient for time series data, w…
cs.LG2026
Decision-Focused Learning via Tangent-Space Projection of Prediction Error
Junhyeong Lee, Sangjin Jin, Yongjae Lee
Decision-Focused Learning (DFL) trains predictors to improve downstream decision quality, but computing regret gradients typically requires differentiating through solvers or relyi…