Optimizing Reusable Knowledge for Continual Learning via Metalearning. - Julio Hurtado; Alain Raymond-Saez; Alvaro Soto (NeurIPS, 2021)

It's all About Consistency: A Study on Memory Composition for Replay-Based Methods in Continual Learning. - Julio Hurtado; Alain Raymond-Saez; Vladimir Araujo; Vincenzo Lomonaco; Davide Bacciu (CoRR, 2022)

A Study on the Predictability of Sample Learning Consistency. - Alain Raymond-Saez; Julio Hurtado; Alvaro Soto (CoRR, 2022)

Memory Population in Continual Learning via Outlier Elimination. - Julio Hurtado; Alain Raymond-Saez; Vladimir Araujo; Vincenzo Lomonaco; Alvaro Soto; Davide Bacciu (ICCV (Workshops), 2023)

Data Distributional Properties As Inductive Bias for Systematic Generalization. - Felipe del Río; Alain Raymond-Saez; Daniel Florea; Rodrigo Toro Icarte; Julio Hurtado; Cristian Buc Calderon; Alvaro Soto (CVPR, 2025)