Machine Learning · Computer Science
Explain to Not Forget: Defending Against Catastrophic Forgetting with XAI
Sami Ede, Serop Baghdadlian, Leander Weber, An Nguyen +3
2022-06-23
Machine Learning · Computer Science
Overcoming catastrophic forgetting with hard attention to the task
Joan Serrà, Dídac Surís, Marius Miron, Alexandros Karatzoglou
2018-05-30
Artificial Intelligence · Computer Science
Measuring Catastrophic Forgetting in Neural Networks
Ronald Kemker, Marc McClure, Angelina Abitino, Tyler Hayes +1
2017-11-10
Machine Learning · Statistics
An Empirical Investigation of Catastrophic Forgetting in Gradient-Based Neural Networks
Ian J. Goodfellow, Mehdi Mirza, Da Xiao, Aaron Courville +1
2015-03-05
Machine Learning · Computer Science
Understanding Catastrophic Forgetting and Remembering in Continual Learning with Optimal Relevance Mapping
Prakhar Kaushik, Alex Gain, Adam Kortylewski, Alan Yuille
2021-02-24
Machine Learning · Computer Science
Overcoming catastrophic forgetting in neural networks
James Kirkpatrick, Razvan Pascanu, Neil Rabinowitz, Joel Veness +10
2022-06-08
Machine Learning · Computer Science
Wide Neural Networks Forget Less Catastrophically
Seyed Iman Mirzadeh, Arslan Chaudhry, Dong Yin, Huiyi Hu +3
2022-07-15
Machine Learning · Computer Science
Learn to Grow: A Continual Structure Learning Framework for Overcoming Catastrophic Forgetting
Xilai Li, Yingbo Zhou, Tianfu Wu, Richard Socher +1
2019-05-22
Machine Learning · Computer Science
Less-forgetting Learning in Deep Neural Networks
Heechul Jung, Jeongwoo Ju, Minju Jung, Junmo Kim
2016-07-04
Machine Learning · Computer Science
Fortuitous Forgetting in Connectionist Networks
Hattie Zhou, Ankit Vani, Hugo Larochelle, Aaron Courville
2022-02-02
Computer Vision and Pattern Recognition · Computer Science
How Efficient Are Today's Continual Learning Algorithms?
Md Yousuf Harun, Jhair Gallardo, Tyler L. Hayes, Christopher Kanan
2023-04-04