Continual Learning

Chunk Dynamic Updating for Group Lasso with ODEs AAAI 2022 Class-Incremental Learning by Knowledge Distillation With Adaptive Feature Consolidation CVPR 2022 Class Incremental Learning for Intent Classification with Limited or No Old Data EMNLP 2022 Class-Incremental Learning With Strong Pre-Trained Models CVPR 2022 Class Similarity Weighted Knowledge Distillation for Continual Semantic Segmentation CVPR 2022 CLEVA-Compass: A Continual Learning Evaluation Assessment Compass to Promote Research Transparency and Comparability ICLR 2022 CLiMB: A Continual Learning Benchmark for Vision-and-Language Tasks NeurIPS 2022 CLLE: A Benchmark for Continual Language Learning Evaluation in Multilingual Machine Translation EMNLP 2022 Comparison and Analysis of New Curriculum Criteria for End-to-End ASR Interspeech 2022 Complex Evolutional Pattern Learning for Temporal Knowledge Graph Reasoning ACL 2022 Consistent Representation Learning for Continual Relation Extraction ACL 2022 Constrained Few-Shot Class-Incremental Learning CVPR 2022 Constructing a Good Behavior Basis for Transfer using Generalized Policy Updates ICLR 2022 Content Addressable Memory Without Catastrophic Forgetting by Heteroassociation with a Fixed Scaffold ICML 2022 ConTinTin: Continual Learning from Task Instructions ACL 2022 Continual Federated Learning Based on Knowledge Distillation IJCAI 2022 Continual Few-shot Intent Detection COLING 2022 Continual Few-shot Relation Learning via Embedding Space Regularization and Data Augmentation ACL 2022 Continual learning: a feature extraction formalization, an efficient algorithm, and fundamental obstructions NeurIPS 2022 Continual Learning for Natural Language Generations with Transformer Calibration CoNLL 2022 Continual Learning for Visual Search With Backward Consistent Feature Embedding CVPR 2022 Continual Learning In Environments With Polynomial Mixing Times NeurIPS 2022 Continual Learning of Neural Machine Translation within Low Forgetting Risk Regions EMNLP 2022 Continual Learning through Retrieval and Imagination AAAI 2022 Continual Learning via Sequential Function-Space Variational Inference ICML 2022