2018-2019 Paper:
Multi-task settings:
Class-incremental Learning via Deep Model Consolidation https://arxiv.org/abs/1903.07864v1
End-to-end Incremental Learning
https://github.com/fmcp/EndToEndIncrementalLearning
https://arxiv.org/abs/1807.09536
知乎： https://zhuanlan.zhihu.com/p/53504315
Single-task settings:
Continuous Learning in Single-Incremental-Task Scenarios
https://arxiv.org/pdf/1806.08568.pdf
online learning / continual learning / Incremental Learning / Lifelong learning相關論文列表
2018
Knowledge Distillation by On-the-Fly Native Ensemble（NIPS2018）
Memory Replay GANs: learning to generate images from new categories without forgetting (NIPS2018)
Rotate your Networks: Better Weight Consolidation and Less Catastrophic Forgetting (R-EWC) (ICPR2018)
Exemplar-Supported Generative Reproduction for Class Incremental Learning (BMVC2018)
DeeSIL: Deep-Shallow Incremental Learning (ECCV2018)
End-to-End Incremental Learning (ECCV2018)
Riemannian Walk for Incremental Learning: Understanding Forgetting and Intransigence (ECCV2018)
Piggyback: Adapting a Single Network to Multiple Tasks by Learning to Mask Weights (ECCV2018)
Memory Aware Synapses: Learning what (not) to forget (ECCV2018)
Lifelong Learning via Progressive Distillation and Retrospection (ECCV2018)
PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning (CVPR2018)
Overcoming Catastrophic Forgetting with Hard Attention to the Task (ICML2018)
Lifelong Learning with Dynamically Expandable Networks (ICLR2018)
FearNet: Brain-Inspired Model for Incremental Learning (ICLR2018)
2017
Overcoming catastrophic forgetting in neural networks (EWC) (PNAS2017)
Continual Learning Through Synaptic Intelligence (ICML2017)
Gradient Episodic Memory for Continual Learning (NIPS2017)
iCaRL: Incremental Classifier and Representation Learning (CVPR2017)
Continual Learning with Deep Generative Replay (NIPS2017)
Overcoming Catastrophic Forgetting by Incremental Moment Matching (NIPS2017)
Expert Gate: Lifelong Learning with a Network of Experts (CVPR2017)
Encoder Based Lifelong Learning (ICCV2017)
2016
Learning without forgetting (ECCV2016)
GitHub：https://github.com/xialeiliu/Awesome-Incremental-Learning
Workshops
Continual learning workshop NeurIPS 2018 ： https://sites.google.com/view/continual2018/home?authuser=0