22篇论文！增量学习/终生学习论文资源列表- 专知

22篇论文！增量学习/终生学习论文资源列表

网址：

https://github.com/xialeiliu/Awesome-Incremental-Learning

Memory Replay GANs: learning to generate images from new categories without forgetting (NIPS2018) [paper] [code]
Rotate your Networks: Better Weight Consolidation and Less Catastrophic Forgetting (R-EWC) (ICPR2018) [paper] [code]
Exemplar-Supported Generative Reproduction for Class Incremental Learning (BMVC2018) [paper] [code]
DeeSIL: Deep-Shallow Incremental Learning (ECCV2018) [paper]
End-to-End Incremental Learning (ECCV2018) [paper][code]
Riemannian Walk for Incremental Learning: Understanding Forgetting and Intransigence (ECCV2018)[paper]
Piggyback: Adapting a Single Network to Multiple Tasks by Learning to Mask Weights (ECCV2018) [paper] [code]
Memory Aware Synapses: Learning what (not) to forget (ECCV2018) [paper] [code]
Lifelong Learning via Progressive Distillation and Retrospection (ECCV2018) [paper]
PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning (CVPR2018) [paper] [code]
Overcoming Catastrophic Forgetting with Hard Attention to the Task (ICML2018) [paper] [code]
Lifelong Learning with Dynamically Expandable Networks (ICLR2018) [paper]
FearNet: Brain-Inspired Model for Incremental Learning (ICLR2018) [paper]

Overcoming catastrophic forgetting in neural networks (EWC) (PNAS2017) [paper] [code] [code]
Continual Learning Through Synaptic Intelligence (ICML2017) [paper] [code]
Gradient Episodic Memory for Continual Learning (NIPS2017) [paper] [code]
iCaRL: Incremental Classifier and Representation Learning (CVPR2017) [paper] [code]
Continual Learning with Deep Generative Replay (NIPS2017) [paper] [code]
Overcoming Catastrophic Forgetting by Incremental Moment Matching (NIPS2017) [paper]
Expert Gate: Lifelong Learning with a Network of Experts (CVPR2017) [paper]
Encoder Based Lifelong Learning (ICCV2017) [paper]