"online continual learning" Papers

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Contrastive Continual Learning with Importance Sampling and Prototype-Instance Relation Distillation

Jiyong Li, Dilshod Azizov, Yang LI et al.

AAAI 2024paperarXiv:2403.04599

Layerwise Proximal Replay: A Proximal Point Method for Online Continual Learning

Jinsoo Yoo, Yunpeng Liu, Frank Wood et al.

ICML 2024poster

Learning Representations on the Unit Sphere: Investigating Angular Gaussian and Von Mises-Fisher Distributions for Online Continual Learning

Nicolas Michel, Giovanni Chierchia, Romain Negrel et al.

AAAI 2024paperarXiv:2306.03364

Mitigating Catastrophic Forgetting in Online Continual Learning by Modeling Previous Task Interrelations via Pareto Optimization

Yichen WU, Hong Wang, Peilin Zhao et al.

ICML 2024poster

Rethinking Momentum Knowledge Distillation in Online Continual Learning

Nicolas MICHEL, Maorong Wang, Ling Xiao et al.

ICML 2024poster

Summarizing Stream Data for Memory-Constrained Online Continual Learning

Jianyang Gu, Kai Wang, Wei Jiang et al.

AAAI 2024paperarXiv:2305.16645