Siyeon Park

Compute-Adaptive Risk Control: A Finite-Sample Calibration Layer for Early-Exit and Cascade Inference

Efficient adaptive inference reduces computational demands, but selecting among policies on the same calibration data without controlling errors simultaneously can compromise safety conclusions. Practical deployment also requires explicit reporting of infeasibility, conditional efficiency analysis, and certification ac...