| OpenLORIS-Object: A Robotic Vision Dataset and Benchmark for Lifelong Deep Learning | Nov 15, 2019 | Lifelong learningObject | CodeCode Available | 0 |
| Adversarial Feature Alignment: Avoid Catastrophic Forgetting in Incremental Task Lifelong Learning | Oct 24, 2019 | Continual Learningimage-classification | —Unverified | 0 |
| No-regret Non-convex Online Meta-Learning | Oct 22, 2019 | Lifelong learningMeta-Learning | —Unverified | 0 |
| Overcoming Forgetting in Federated Learning on Non-IID Data | Oct 17, 2019 | Federated LearningLifelong learning | —Unverified | 0 |
| Compacting, Picking and Growing for Unforgetting Continual Learning | Oct 15, 2019 | Age And Gender ClassificationContinual Learning | CodeCode Available | 1 |
| Fast Task-Adaptation for Tasks Labeled Using Natural Language in Reinforcement Learning | Oct 9, 2019 | Lifelong learningreinforcement-learning | —Unverified | 0 |
| Lifelong Neural Topic Learning in Contextualized Autoregressive Topic Models of Language via Informative Transfers | Sep 29, 2019 | Data AugmentationHallucination | —Unverified | 0 |
| Continual Learning via Principal Components Projection | Sep 25, 2019 | Continual LearningLifelong learning | —Unverified | 0 |
| Learning with Long-term Remembering: Following the Lead of Mixed Stochastic Gradient | Sep 25, 2019 | Lifelong learning | —Unverified | 0 |
| Improved Schemes for Episodic Memory-based Lifelong Learning | Sep 25, 2019 | Lifelong learning | CodeCode Available | 0 |
| Efficient Continual Learning in Neural Networks with Embedding Regularization | Sep 9, 2019 | Continual LearningLifelong learning | CodeCode Available | 0 |
| LAMOL: LAnguage MOdeling for Lifelong Language Learning | Sep 7, 2019 | Continual LearningLanguage Modeling | CodeCode Available | 0 |
| An Auto-ML Framework Based on GBDT for Lifelong Learning | Aug 29, 2019 | BIG-bench Machine LearningIncremental Learning | —Unverified | 0 |
| Iterative Update and Unified Representation for Multi-Agent Reinforcement Learning | Aug 16, 2019 | Lifelong learningMulti-agent Reinforcement Learning | —Unverified | 0 |
| Meta-Learning Improves Lifelong Relation Extraction | Aug 1, 2019 | Lifelong learningMeta-Learning | —Unverified | 0 |
| Towards AutoML in the presence of Drift: first results | Jul 24, 2019 | AutoMLDrift Detection | —Unverified | 0 |
| Lifelong GAN: Continual Learning for Conditional Image Generation | Jul 23, 2019 | Conditional Image GenerationContinual Learning | —Unverified | 0 |
| Adaptive Compression-based Lifelong Learning | Jul 23, 2019 | Bayesian OptimizationLifelong learning | —Unverified | 0 |
| Lifelong learning et syst\`emes de dialogue : d\'efinition et perspectives (Lifelong learning and dialogue system : definition and discussion ) | Jul 1, 2019 | ChatbotLifelong learning | —Unverified | 0 |
| Mutual exclusivity as a challenge for deep neural networks | Jun 24, 2019 | Lifelong learningMachine Translation | —Unverified | 0 |
| Lifelong Learning Starting From Zero | Jun 24, 2019 | Lifelong learning | —Unverified | 0 |
| A Story of Two Streams: Reinforcement Learning Models from Human Behavior and Neuropsychiatry | Jun 21, 2019 | Decision MakingLifelong learning | CodeCode Available | 1 |
| Iterative Model-Based Reinforcement Learning Using Simulations in the Differentiable Neural Computer | Jun 17, 2019 | Lifelong learningModel-based Reinforcement Learning | —Unverified | 0 |
| Rapid online learning and robust recall in a neuromorphic olfactory circuit | Jun 17, 2019 | Lifelong learning | CodeCode Available | 0 |
| Increasingly Packing Multiple Facial-Informatics Modules in A Unified Deep-Learning Model via Lifelong Learning | Jun 10, 2019 | Age And Gender ClassificationContinual Learning | CodeCode Available | 1 |
| Autonomous Goal Exploration using Learned Goal Spaces for Visuomotor Skill Acquisition in Robots | Jun 10, 2019 | Lifelong learningRepresentation Learning | —Unverified | 0 |
| Forward and Backward Knowledge Transfer for Sentiment Classification | Jun 8, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Lifelong Learning with a Changing Action Set | Jun 5, 2019 | Decision MakingLifelong learning | CodeCode Available | 0 |
| Efficient Forward Architecture Search | May 31, 2019 | feature selectionGPU | CodeCode Available | 1 |
| Efficient Network Construction through Structural Plasticity | May 27, 2019 | Lifelong learning | —Unverified | 0 |
| Lifelong Neural Predictive Coding: Learning Cumulatively Online without Forgetting | May 25, 2019 | Lifelong learning | —Unverified | 0 |
| Adversarially robust transfer learning | May 20, 2019 | Lifelong learningTransfer Learning | CodeCode Available | 0 |
| Tasks Without Borders: A New Approach to Online Multi-Task Learning | May 16, 2019 | Lifelong learningMulti-Task Learning | —Unverified | 0 |
| Meta-Teaching: Curriculum Generation for Lifelong Learning | May 16, 2019 | Lifelong learningMeta-Learning | —Unverified | 0 |
| Lifelong Learning via Online Leverage Score Sampling | May 16, 2019 | Continual LearningLifelong learning | —Unverified | 0 |
| Overcoming Catastrophic Forgetting via Model Adaptation | May 1, 2019 | Continual LearningLifelong learning | —Unverified | 0 |
| Feature Transformers: A Unified Representation Learning Framework for Lifelong Learning | May 1, 2019 | Lifelong learningRepresentation Learning | —Unverified | 0 |
| Projective Subspace Networks For Few-Shot Learning | May 1, 2019 | Few-Shot LearningGeneral Classification | —Unverified | 0 |
| Semi-Unsupervised Lifelong Learning for Sentiment Classification: Less Manual Data Annotation and More Self-Studying | Apr 30, 2019 | BIG-bench Machine LearningGeneral Classification | —Unverified | 0 |
| A Multi-Task Learning Framework for Overcoming the Catastrophic Forgetting in Automatic Speech Recognition | Apr 17, 2019 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Three scenarios for continual learning | Apr 15, 2019 | class-incremental learningClass Incremental Learning | CodeCode Available | 2 |
| AI Meets Austen: Towards Human-Robot Discussions of Literary Metaphor | Apr 7, 2019 | Lifelong learning | —Unverified | 0 |
| Overcoming Catastrophic Forgetting with Unlabeled Data in the Wild | Mar 29, 2019 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 |
| Regularize, Expand and Compress: Multi-task based Lifelong Learning via NonExpansive AutoML | Mar 20, 2019 | AutoMLContinual Learning | —Unverified | 0 |
| AutoML @ NeurIPS 2018 challenge: Design and Results | Mar 12, 2019 | AutoMLBIG-bench Machine Learning | —Unverified | 0 |
| Continual Learning via Neural Pruning | Mar 11, 2019 | Continual LearningDiagnostic | —Unverified | 0 |
| Representative Task Self-selection for Flexible Clustered Lifelong Learning | Mar 6, 2019 | Lifelong learningModel Optimization | —Unverified | 0 |
| Sentence Embedding Alignment for Lifelong Relation Extraction | Mar 6, 2019 | Incremental LearningLifelong learning | CodeCode Available | 0 |
| Model Primitive Hierarchical Lifelong Reinforcement Learning | Mar 4, 2019 | Hierarchical Reinforcement LearningLifelong learning | CodeCode Available | 1 |
| Attention-Based Structural-Plasticity | Mar 2, 2019 | Lifelong learningPermuted-MNIST | —Unverified | 0 |