Continual Learning

Few-Shot Class-Incremental Learning for Named Entity Recognition ACL 2022 Few-Shot Continual Active Learning by a Robot NeurIPS 2022 Few-Shot Incremental Learning for Label-to-Image Translation CVPR 2022 Fine-tuned Language Models are Continual Learners EMNLP 2022 Fine-Tuning Image Transformers Using Learnable Memory CVPR 2022 Forget-free Continual Learning with Winning Subnetworks ICML 2022 Fortuitous Forgetting in Connectionist Networks ICLR 2022 Forward Compatible Few-Shot Class-Incremental Learning CVPR 2022 GCR: Gradient Coreset Based Replay Buffer Selection for Continual Learning CVPR 2022 General Incremental Learning With Domain-Aware Categorical Representations CVPR 2022 Generalisation in Lifelong Reinforcement Learning through Logical Composition ICLR 2022 Generative Entity Typing with Curriculum Learning EMNLP 2022 Grow and Merge: A Unified Framework for Continuous Categories Discovery NeurIPS 2022 HiCu: Leveraging Hierarchy for Curriculum Learning in Automated ICD Coding MLHC 2022 Hierarchical Curriculum Learning for AMR Parsing ACL 2022 Hierarchical Inductive Transfer for Continual Dialogue Learning ACL 2022 How catastrophic can catastrophic forgetting be in linear regression? COLT 2022 How Relevant is Selective Memory Population in Lifelong Language Learning? AACL 2022 How Well Does Self-Supervised Pre-Training Perform with Streaming Data? ICLR 2022 How Well Do Unsupervised Learning Algorithms Model Human Real-time and Life-long Learning? NeurIPS 2022 Hybrid Curriculum Learning for Emotion Recognition in Conversation AAAI 2022 Improved Multi-label Classification under Temporal Concept Drift: Rethinking Group-Robust Algorithms in a Label-Wise Setting ACL 2022 Improving Continual Relation Extraction through Prototypical Contrastive Learning COLING 2022 Improving Task-free Continual Learning by Distributionally Robust Memory Evolution ICML 2022 Incremental Intent Detection for Medical Domain with Contrast Replay Networks ACL 2022