Batch-level Experience Replay with Review for Continual Learning

Less-forgetting learning in deep neural networks

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Learning without forgetting

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Densely connected convolutional networks

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Overcoming catastrophic forgetting in neural networks

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Thalles Silva · 2017

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Continual learning through synaptic intelligence

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Friedemann Zenke, Ben Poole, and Surya Ganguli · 2017

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Packnet: Adding multiple tasks to a single network by iterative pruning

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Variational continual learning

Cuong V. Nguyen, Yingzhen Li, Thang D. Bui, and Richard E. Turner · 2018

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Lifelong learning with dynamically expandable networks

Jaehong Yoon, Eunho Yang, Jeongtae Lee, and Sung Ju Hwang · 2018

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Online continual learning with maximal interfered retrieval

Rahaf Aljundi, Eugene Belilovsky, Tinne Tuytelaars, Laurent Charlin, Massimo Caccia, Min Lin, and Lucas Page-Caccia · 2019

Gradient based sample selection for online continual learning

Rahaf Aljundi, Min Lin, Baptiste Goujaud, and Yoshua Bengio · 2019

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Efficient lifelong learning with a-GEM

Arslan Chaudhry, Marc’Aurelio Ranzato, Marcus Rohrbach, and Mohamed Elhoseiny · 2019

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Continual learning with tiny episodic memories

Original

Arslan Chaudhry, Marcus Rohrbach, Mohamed Elhoseiny, Thalaiyasingam Ajanthan, Puneet K Dokania, Philip HS Torr, and Marc’Aurelio Ranzato · 2019

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Continual lifelong learning with neural networks: A review

German I. Parisi, Ronald Kemker, Jose L. Part, Christopher Kanan, and Stefan Wermter · 2019

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Learning to learn without forgetting by maximizing transfer and minimizing interference

Matthew Riemer, Ignacio Cases, Robert Ajemian, Miao Liu, Irina Rish, Yuhai Tu, , and Gerald Tesauro · 2019

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