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