Adaptive Regularization for Class-Incremental Learning. - Elif Ceren Gok Yildirim; Murat Onur Yildirim; Mert Kilickaya; Joaquin Vanschoren (CoRR, 2023)

Continual Learning with Dynamic Sparse Training: Exploring Algorithms for Effective Model Updates. - Murat Onur Yildirim; Elif Ceren Gok Yildirim; Ghada Sokar; Decebal Constantin Mocanu; Joaquin Vanschoren (CPAL, 2024)

FOCIL: Finetune-and-Freeze for Online Class Incremental Learning by Training Randomly Pruned Sparse Experts. - Murat Onur Yildirim; Elif Ceren Gok Yildirim; Decebal Constantin Mocanu; Joaquin Vanschoren (CoRR, 2024)

CLAMS: A System for Zero-Shot Model Selection for Clustering. - Prabhant Singh; Pieter Gijsbers; Murat Onur Yildirim; Elif Ceren Gok; Joaquin Vanschoren (CoRR, 2024)

Continual Learning on a Data Diet. - Elif Ceren Gok Yildirim; Murat Onur Yildirim; Joaquin Vanschoren (CoRR, 2024)

Sculpting [CLS] Features for Pre-Trained Model-Based Class-Incremental Learning. - Murat Onur Yildirim; Elif Ceren Gok Yildirim; Joaquin Vanschoren (CoRR, 2025)