Continual Learning

Mitigating Forgetting in Online Continual Learning via Instance-Aware Parameterization NeurIPS 2020 Mnemonics Training: Multi-Class Incremental Learning Without Forgetting CVPR 2020 Modeling the Background for Incremental Learning in Semantic Segmentation CVPR 2020 Online Depth Learning Against Forgetting in Monocular Videos CVPR 2020 Organizing recurrent network dynamics by task-computation to enable continual learning NeurIPS 2020 Overcoming Catastrophic Forgetting by Neuron-Level Plasticity Control AAAI 2020 RATT: Recurrent Attention to Transient Tasks for Continual Image Captioning NeurIPS 2020 Residual Continual Learning AAAI 2020 Semantic Drift Compensation for Class-Incremental Learning CVPR 2020 Supermasks in Superposition NeurIPS 2020 Understanding the Role of Training Regimes in Continual Learning NeurIPS 2020 What Makes Training Multi-Modal Classification Networks Hard? CVPR 2020 Complementary Learning for Overcoming Catastrophic Forgetting Using Experience Replay IJCAI 2019 Continual Unsupervised Representation Learning NeurIPS 2019 Efficient Lifelong Learning with A-GEM ICLR 2019 Episodic Memory in Lifelong Language Learning NeurIPS 2019 Experience Replay for Continual Learning NeurIPS 2019 Incremental Object Learning From Contiguous Views CVPR 2019 Journalist-in-the-Loop: Continuous Learning as a Service for Rumour Analysis EMNLP 2019 Large Scale Incremental Learning CVPR 2019 Learning a Unified Classifier Incrementally via Rebalancing CVPR 2019 Learning Without Memorizing CVPR 2019 Random Path Selection for Continual Learning NeurIPS 2019 Task-Free Continual Learning CVPR 2019 Distributed Weight Consolidation: A Brain Segmentation Case Study NeurIPS 2018