Incremental Learning

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相关论文列表

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