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

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