增量学习——文章汇总
Papers
2018
- Continual Learning for an Encoder-Decoder CNN Using “Piggyback” (NIPS2018)[paper]
- Freezing Networks: Weight Preservation Procedure for Continual Learning (NIPS2018) [paper]
- Generative Adversarial Networks and Continual Learning (NIPS2018) [paper]
- Continual Classification Learning Using Generative Models (NIPS2018) [paper]
- Few-Shot Self Reminder to Overcome Catastrophic Forgetting (NIPS2018) [paper]
- Parameter-efficient Transfer and Multitask Learning (NIPS2018) [paper]
- Generative Models from the perspective of Continual Learning (NIPS2018) [paper]
- Continual Learning with Generative Replay via Discriminative Variational Autoencoder (NIPS2018) [paper]
- Re-evaluating Continual Learning Scenarios: A Categorization and Case for Strong Baselines (NIPS2018) [paper]
- Meta Continual Learning (NIPS2018) [paper]
- Self-Supervised GAN to Counter (NIPS2018) [paper]
- Closed-Loop GAN for continual Learning (NIPS2018) [paper]
- Don’t forget, there is more than forgetting: new metrics for Continual Learning (NIPS2018) [paper]
- Memory Replay GANs: learning to generate images from new categories without forgetting (NIPS2018) [paper]
- Towards a natural benchmark for continual learning (NIPS2018) [paper]
- 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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