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cs.LG2022
A Robust Optimization Method for Label Noisy Datasets Based on Adaptive Threshold: Adaptive-k
Enes Dedeoglu, Himmet Toprak Kesgin, Mehmet Fatih Amasyali
SGD does not produce robust results on datasets with label noise. Because the gradients calculated according to the losses of the noisy samples cause the optimization process to go…
cs.LG2022
Cyclical Curriculum Learning
H. Toprak Kesgin, M. Fatih Amasyali
Artificial neural networks (ANN) are inspired by human learning. However, unlike human education, classical ANN does not use a curriculum. Curriculum Learning (CL) refers to the pr…