2 papers
cs.SE2026
Cost-Aware Post-Hoc Deferral Under Calibration and Shift: An Environmental AI Case Study
Haoran Yu, Lifei Liu, Danping Zhang
Choosing a deferral policy for a frozen classifier requires more than ranking uncertain cases: confidence may be miscalibrated, errors have unequal costs, reviewers can err, and de…
cs.SE2026
Beyond Lexical Metrics: Sentence-Embedding Detection of Reviewer Habituation in AI Code Review
Haoran Yu, Lifei Liu, Danping Zhang
Code review is a key quality checkpoint between AI-generated code and production. As AI coding agents submit pull requests at scale, it is unclear whether reviewers reduce scrutiny…