Continual Learning

Preventing Overfitting via Sample Reweighting for Recommender System Incremental Update (Student Abstract) AAAI 2021 Progressive Self-Training with Discriminator for Aspect Term Extraction EMNLP 2021 Prototype Augmentation and Self-Supervision for Incremental Learning CVPR 2021 Quantifying Appropriateness of Summarization Data for Curriculum Learning EACL 2021 Rainbow Memory: Continual Learning With a Memory of Diverse Samples CVPR 2021 Rational LAMOL: A Rationale-based Lifelong Learning Framework ACL 2021 RECALL: Replay-Based Continual Learning in Semantic Segmentation ICCV 2021 Rectification-Based Knowledge Retention for Continual Learning CVPR 2021 Refining Sample Embeddings with Relation Prototypes to Enhance Continual Relation Extraction ACL 2021 Rehearsal Revealed: The Limits and Merits of Revisiting Samples in Continual Learning ICCV 2021 Remembering for the Right Reasons: Explanations Reduce Catastrophic Forgetting ICLR 2021 Remember More by Recalling Less: Investigating the Role of Batch Size in Continual Learning with Experience Replay (Student Abstract) AAAI 2021 Remember What You Want to Forget: Algorithms for Machine Unlearning NeurIPS 2021 Reset-Free Lifelong Learning with Skill-Space Planning ICLR 2021 River: machine learning for streaming data in Python JMLR 2021 RMM: Reinforced Memory Management for Class-Incremental Learning NeurIPS 2021 Robust Continuous On-Device Personalization for Automatic Speech Recognition Interspeech 2021 Robust Curriculum Learning: from clean label detection to noisy label self-correction ICLR 2021 Scalable Few-Shot Learning of Robust Biomedical Name Representations NAACL 2021 Self-Improving Semantic Perception for Indoor Localisation CoRL 2021 Self-Paced Context Evaluation for Contextual Reinforcement Learning ICML 2021 Self-Promoted Prototype Refinement for Few-Shot Class-Incremental Learning CVPR 2021 Semantic-Aware Knowledge Distillation for Few-Shot Class-Incremental Learning CVPR 2021 Sharing Less is More: Lifelong Learning in Deep Networks with Selective Layer Transfer ICML 2021 Split-and-Bridge: Adaptable Class Incremental Learning within a Single Neural Network AAAI 2021