isotonic regression 1post-hoc calibration 1probabilistic classifiers 1robustness analysis 1temperature scaling 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.LG2026
Condition-Stratified Robustness Analysis of Post-Hoc Calibration Methods for Probabilistic Classifiers
Gurdeep Singh Virdee
The paper conducts a condition‑stratified robustness study comparing two post‑hoc calibration methods—temperature scaling and isotonic regression—across four controlled dataset con…
cs.LG2026
An Integrated Machine Learning and Hierarchical Variance Decomposition Pipeline for Student Performance Prediction and Metacognitive Calibration on Multi-Signal Telemetry
Gurdeep Singh Virdee
Predicting student performance and characterizing metacognitive calibration are essential for personalization in intelligent tutoring systems. Prior research treats performance pre…