ml-lab / awesome-incremental-learning

Awesome Incremental Learning

Awesome Incremental Learning / Lifelong learning

Workshops

Continual learning workshop NeurIPS 2018

Papers

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]