Abstract
Learning from a stream of data without forgetting is important for lifelong learning systems. In this project, we study the incremental learning problem for a classification model, develop evaluation metrics and discuss strategies to mitigate catastrophic forgetting.
Publications
Continual Learning with Tiny Episodic Memories.
Arslan Chaudhry, Marcus Rohrbach, Mohamed Elhoseiny, Thalaiyasingam Ajanthan, Puneet K. Dokania, Philip H.S. Torr, and Marc’Aurelio Ranzato.
ICML Workshop: Multi-Task and Lifelong Reinforcement Learning, June 2019.
[pdf] [arxiv] [bib]
Arslan Chaudhry, Marcus Rohrbach, Mohamed Elhoseiny, Thalaiyasingam Ajanthan, Puneet K. Dokania, Philip H.S. Torr, and Marc’Aurelio Ranzato.
ICML Workshop: Multi-Task and Lifelong Reinforcement Learning, June 2019.
[pdf] [arxiv] [bib]