1. ScaIL: Classifier Weights Scaling for Class Incremental Learning
2. Arslan Chaudhry , Marc’Aurelio Ranzato , Marcus Rohrbach , and Mohamed Elhoseiny . 2019 . Efficient Lifelong Learning with A-GEM. In 7th International Conference on Learning Representations, ICLR 2019 , New Orleans, LA, USA , May 6-9, 2019. OpenReview.net. https://openreview.net/forum?id=Hkf2_sC5FX Arslan Chaudhry, Marc’Aurelio Ranzato, Marcus Rohrbach, and Mohamed Elhoseiny. 2019. Efficient Lifelong Learning with A-GEM. In 7th International Conference on Learning Representations, ICLR 2019, New Orleans, LA, USA, May 6-9, 2019. OpenReview.net. https://openreview.net/forum?id=Hkf2_sC5FX
3. Lifelong Machine Learning
4. Matthias De Lange , Rahaf Aljundi , Marc Masana , Sarah Parisot , Xu Jia , Aleš Leonardis , Gregory Slabaugh , and Tinne Tuytelaars . 2021. A continual learning survey: Defying forgetting in classification tasks . IEEE transactions on pattern analysis and machine intelligence 44, 7 ( 2021 ), 3366–3385. Matthias De Lange, Rahaf Aljundi, Marc Masana, Sarah Parisot, Xu Jia, Aleš Leonardis, Gregory Slabaugh, and Tinne Tuytelaars. 2021. A continual learning survey: Defying forgetting in classification tasks. IEEE transactions on pattern analysis and machine intelligence 44, 7 (2021), 3366–3385.
5. Cyprien de Masson d’Autume , Sebastian Ruder , Lingpeng Kong , and Dani Yogatama . 2019 . Episodic Memory in Lifelong Language Learning. In Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019 , NeurIPS 2019, December 8-14, 2019, Vancouver, BC, Canada, Hanna M. Wallach, Hugo Larochelle, Alina Beygelzimer, Florence d’Alché-Buc, Emily B. Fox, and Roman Garnett (Eds.). 13122–13131. https://proceedings.neurips.cc/paper/2019/hash/f8d2e80c1458ea2501f98a2cafadb397-Abstract.html Cyprien de Masson d’Autume, Sebastian Ruder, Lingpeng Kong, and Dani Yogatama. 2019. Episodic Memory in Lifelong Language Learning. In Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, December 8-14, 2019, Vancouver, BC, Canada, Hanna M. Wallach, Hugo Larochelle, Alina Beygelzimer, Florence d’Alché-Buc, Emily B. Fox, and Roman Garnett (Eds.). 13122–13131. https://proceedings.neurips.cc/paper/2019/hash/f8d2e80c1458ea2501f98a2cafadb397-Abstract.html