Continual Learning

Generalized Variational Continual Learning ICLR 2021 Generative vs. Discriminative: Rethinking The Meta-Continual Learning NeurIPS 2021 Gradient-based Editing of Memory Examples for Online Task-free Continual Learning NeurIPS 2021 Gradient Projection Memory for Continual Learning ICLR 2021 Gradient Regularized Contrastive Learning for Continual Domain Adaptation AAAI 2021 Graph-Based Continual Learning ICLR 2021 Hierarchical Indian buffet neural networks for Bayesian continual learning UAI 2021 Hyper-LifelongGAN: Scalable Lifelong Learning for Image Conditioned Generation CVPR 2021 Hyperparameter-free Continuous Learning for Domain Classification in Natural Language Understanding NAACL 2021 I3DOL: Incremental 3D Object Learning without Catastrophic Forgetting AAAI 2021 IIRC: Incremental Implicitly-Refined Classification CVPR 2021 Image De-Raining via Continual Learning CVPR 2021 Improving De-Raining Generalization via Neural Reorganization ICCV 2021 Improving the Quality Trade-Off for Neural Machine Translation Multi-Domain Adaptation EMNLP 2021 IncreACO: Incrementally Learned Automatic Check-Out With Photorealistic Exemplar Augmentation WACV 2021 Increasing Liquid State Machine Performance with Edge-of-Chaos Dynamics Organized by Astrocyte-modulated Plasticity NeurIPS 2021 Incremental Embedding Learning via Zero-Shot Translation AAAI 2021 Incremental few-shot learning via vector quantization in deep embedded space ICLR 2021 Incremental Learning via Rate Reduction CVPR 2021 Inter-Task Similarity for Lifelong Reinforcement Learning in Heterogeneous Tasks IJCAI 2021 Is Active Learning Always Beneficial? (Student Abstract) AAAI 2021 Joint Inference for Neural Network Depth and Dropout Regularization NeurIPS 2021 Kernel Continual Learning ICML 2021 Knowledge Consolidation based Class Incremental Online Learning with Limited Data IJCAI 2021 Knowledge-Guided Object Discovery with Acquired Deep Impressions AAAI 2021