Continual Learning

Policy and Value Transfer in Lifelong Reinforcement Learning ICML 2018 Progress & Compress: A scalable framework for continual learning ICML 2018 Regularized Training Objective for Continued Training for Domain Adaptation in Neural Machine Translation ACL 2018 Reinforced Continual Learning NeurIPS 2018 Request-and-Reverify: Hierarchical Hypothesis Testing for Concept Drift Detection with Expensive Labels IJCAI 2018 Robot Task Interruption by Learning to Switch Among Multiple Models IJCAI 2018 State Abstractions for Lifelong Reinforcement Learning ICML 2018 Variational Continual Learning ICLR 2018 Adapting Kernel Representations Online Using Submodular Maximization ICML 2017 A Framework for Long-Term Learning Systems IJCAI 2017 Autonomous Task Sequencing for Customized Curriculum Design in Reinforcement Learning IJCAI 2017 Continual Learning Through Synaptic Intelligence ICML 2017 Continual Learning with Deep Generative Replay NeurIPS 2017 CORe50: a New Dataset and Benchmark for Continuous Object Recognition CoRL 2017 Differentiable Programs with Neural Libraries ICML 2017 Dynamic Weighted Majority for Incremental Learning of Imbalanced Data Streams with Concept Drift IJCAI 2017 Expert Gate: Lifelong Learning With a Network of Experts CVPR 2017 Fast Recursive Low-rank Tensor Learning for Regression IJCAI 2017 From the Lab to the Desert: Fast Prototyping and Learning of Robot Locomotion RSS 2017 Gradient Episodic Memory for Continual Learning NeurIPS 2017 Grounding of Human Environments and Activities for Autonomous Robots IJCAI 2017 iCaRL: Incremental Classifier and Representation Learning CVPR 2017 Learning from Ontology Streams with Semantic Concept Drift IJCAI 2017 Lifelong Learning CRF for Supervised Aspect Extraction ACL 2017 Lifelong Learning in Costly Feature Spaces ALT 2017