2022
RankSim: Ranking Similarity Regularization for Deep Imbalanced Regression
ICML 2022spotlight
Data imbalance, in which a plurality of the data samples come from a small proportion of labels, poses a challenge in training deep neural networks. Unlike classification, in regression the labels are continuous, potentially boundless, and form a natural ordering. These distinct features of regressi…