Continual Learning

A meta-learning approach to (re)discover plasticity rules that carve a desired function into a neural network NeurIPS 2020 A Multi-Task Incremental Learning Framework with Category Name Embedding for Aspect-Category Sentiment Analysis EMNLP 2020 A Neural Dirichlet Process Mixture Model for Task-Free Continual Learning ICLR 2020 A Skip-Connected Evolving Recurrent Neural Network for Data Stream Classification under Label Latency Scenario AAAI 2020 Asynchronous Deep Model Reference Adaptive Control CoRL 2020 A Two-phase Prototypical Network Model for Incremental Few-shot Relation Classification COLING 2020 BatchEnsemble: an Alternative Approach to Efficient Ensemble and Lifelong Learning ICLR 2020 Bayes-enhanced Lifelong Attention Networks for Sentiment Classification COLING 2020 Bi-Objective Continual Learning: Learning ‘New’ While Consolidating ‘Known’ AAAI 2020 Biologically Inspired Sleep Algorithm for Reducing Catastrophic Forgetting in Neural Networks AAAI 2020 Breaking the Curse of Space Explosion: Towards Efficient NAS with Curriculum Search ICML 2020 Budgeted Training: Rethinking Deep Neural Network Training Under Resource Constraints ICLR 2020 Calibrating CNNs for Lifelong Learning NeurIPS 2020 CDL: Curriculum Dual Learning for Emotion-Controllable Response Generation ACL 2020 Class-Incremental Domain Adaptation ECCV 2020 Class-incremental Learning via Deep Model Consolidation WACV 2020 Conditional Channel Gated Networks for Task-Aware Continual Learning CVPR 2020 Continual Adaptation for Efficient Machine Communication CoNLL 2020 Continual Deep Learning by Functional Regularisation of Memorable Past NeurIPS 2020 Continual Learning for Domain Adaptation in Chest X-ray Classification MIDL 2020 Continual Learning for Multi-Dialect Acoustic Models Interspeech 2020 Continual Learning for Natural Language Generation in Task-oriented Dialog Systems EMNLP 2020 Continual Learning in Automatic Speech Recognition Interspeech 2020 Continual Learning in Low-rank Orthogonal Subspaces NeurIPS 2020 Continual Learning Long Short Term Memory EMNLP 2020