3 papers
cs.LG2026
Conformal Constrained Policy Optimization for Cost-Effective LLM Agents
Wenwen Si, Sooyong Jang, Insup Lee +1
While large language models (LLMs) have recently made tremendous progress towards solving challenging AI problems, they have done so at increasingly steep computational and API cos…
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…