Reimplementation of Learning to Reweight Examples for Robust Deep Learning

arXiv:2405.06859v1 Announce Type: new
Abstract: Deep neural networks (DNNs) have been used to create models for many complex analysis problems like image recognition and medical diagnosis. DNNs are a popular tool within machine learning due to their ability to model complex patterns and distributions. However, the performance of these networks is highly dependent on the quality of the data used to train the models. Two characteristics of these sets, noisy labels and training set biases, are known to frequently cause …

abstract analysis arxiv create cs.ai cs.cv cs.lg deep learning diagnosis examples however image image recognition machine machine learning medical networks neural networks patterns performance popular recognition robust tool type