Sparsity and Heterogeneous Dropout for Continual Learning in the Null Space of Neural Activations

Ali Abbasi, Parsa Nooralinejad, Vladimir Braverman, Hamed Pirsiavash, Soheil Kolouri. Sparsity and Heterogeneous Dropout for Continual Learning in the Null Space of Neural Activations. In Sarath Chandar, Razvan Pascanu, Doina Precup, editors, Conference on Lifelong Learning Agents, CoLLAs 2022, 22-24 August 2022, McGill University, Montréal, Québec, Canada. Volume 199 of Proceedings of Machine Learning Research, pages 617-628, PMLR, 2022. [doi]

Abstract

Abstract is missing.