3 papers
cs.LG2025
Pattern-Guided Diffusion Models
Vivian Lin, Kuk Jin Jang, Wenwen Si +1
Diffusion models have shown promise in forecasting future data from multivariate time series. However, few existing methods account for recurring structures, or patterns, that appe…
cs.LG2025
Quantifying and Improving Adaptivity in Conformal Prediction through Input Transformations
Sooyong Jang, Insup Lee
Conformal prediction constructs a set of labels instead of a single point prediction, while providing a probabilistic coverage guarantee. Beyond the coverage guarantee, adaptivenes…
eess.IV2024
Fundus Image-based Visual Acuity Assessment with PAC-Guarantees
Sooyong Jang, Kuk Jin Jang, Hyonyoung Choi +4
Timely detection and treatment are essential for maintaining eye health. Visual acuity (VA), which measures the clarity of vision at a distance, is a crucial metric for managing ey…