19 citations · 70 across the 20 of their papers we have counts for
3 papers · 1 filter
Theoretical research on generative diffusion models: an overview
Melike Nur Yeğin, Mehmet Fatih Amasyalı
Generative diffusion models showed high success in many fields with a powerful theoretical background. They convert the data distribution to noise and remove the noise back to obta…
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…
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…