Continual Learning

Dataset Knowledge Transfer for Class-Incremental Learning Without Memory WACV 2022 Dealing with Unknowns in Continual Learning for End-to-end Automatic Speech Recognition Interspeech 2022 Decomposed Knowledge Distillation for Class-Incremental Semantic Segmentation NeurIPS 2022 Deep Cascade Learning for Optimal Medical Image Feature Representation MLHC 2022 Disentangling Transfer in Continual Reinforcement Learning NeurIPS 2022 DiSparse: Disentangled Sparsification for Multitask Model Compression CVPR 2022 Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity Recognition EMNLP 2022 Diurnal or Nocturnal? Federated Learning of Multi-branch Networks from Periodically Shifting Distributions ICLR 2022 Do Data-based Curricula Work? ACL 2022 Domain Curricula for Code-Switched MT at MixMT 2022 EMNLP 2022 Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches CVPR 2022 DyGRAIN: An Incremental Learning Framework for Dynamic Graphs IJCAI 2022 Dynamic Dialogue Policy for Continual Reinforcement Learning COLING 2022 DyTox: Transformers for Continual Learning With DYnamic TOken eXpansion CVPR 2022 Effect of scale on catastrophic forgetting in neural networks ICLR 2022 Efficient Test-Time Model Adaptation without Forgetting ICML 2022 Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers NSDI 2022 ELLE: Efficient Lifelong Pre-training for Emerging Data ACL 2022 Energy-Based Latent Aligner for Incremental Learning CVPR 2022 Entropy-Based Vocabulary Substitution for Incremental Learning in Multilingual Neural Machine Translation EMNLP 2022 Exploring Example Influence in Continual Learning NeurIPS 2022 Exploring Few-Shot Fine-Tuning Strategies for Models of Visually Grounded Speech Interspeech 2022 Fast Lifelong Adaptive Inverse Reinforcement Learning from Demonstrations CoRL 2022 Federated Class-Incremental Learning CVPR 2022 Federated Continual Learning for Text Classification via Selective Inter-client Transfer EMNLP 2022