22篇论文!增量学习/终生学习论文资源列表

【导读】Xialei liu 在Github上维护了关于增量学习/终生学习论文资源列表,欢迎查看!Awesome Incremental Learning / Lifelong learning' by Xialei Liu

网址:

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

2018

  • 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]

2017

  • 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]

2016

  • Learning without forgetting (ECCV2016) [paper] [code]



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