Learnable Conformal Prediction with Context-Aware Nonconformity Functions for Robotic Planning and Perception

Divake Kumar, Sina Tayebati, Francesco Migliarba +2

Deep learning models in robotics often output point estimates with poorly calibrated confidences, offering no native mechanism to quantify predictive reliability under novel, noisy…