2 papers
cs.LG2023
Minimum-Risk Recalibration of Classifiers
Zeyu Sun, Dogyoon Song, Alfred Hero
Recalibrating probabilistic classifiers is vital for enhancing the reliability and accuracy of predictive models. Despite the development of numerous recalibration algorithms, ther…
cs.LG2023
Robustness-preserving Lifelong Learning via Dataset Condensation
Jinghan Jia, Yihua Zhang, Dogyoon Song +2
Lifelong learning (LL) aims to improve a predictive model as the data source evolves continuously. Most work in this learning paradigm has focused on resolving the problem of 'cata…