2 papers
cs.LG2022
Establishment of Neural Networks Robust to Label Noise
Pengwei Yang, Chongyangzi Teng, Jack George Mangos
Label noise is a significant obstacle in deep learning model training. It can have a considerable impact on the performance of image classification models, particularly deep neural…
cs.CV2022
ImpressLearn: Continual Learning via Combined Task Impressions
Dhrupad Bhardwaj, Julia Kempe, Artem Vysogorets +2
This work proposes a new method to sequentially train deep neural networks on multiple tasks without suffering catastrophic forgetting, while endowing it with the capability to qui…