Continual Learning

ACIL: Analytic Class-Incremental Learning with Absolute Memorization and Privacy Protection NeurIPS 2022 BMU-MoCo: Bidirectional Momentum Update for Continual Video-Language Modeling NeurIPS 2022 Class-Incremental Learning With Strong Pre-Trained Models CVPR 2022 ConTinTin: Continual Learning from Task Instructions ACL 2022 Continual Learning In Environments With Polynomial Mixing Times NeurIPS 2022 Continual Sequence Generation with Adaptive Compositional Modules ACL 2022 Continual Training of Language Models for Few-Shot Learning EMNLP 2022 Hierarchical Inductive Transfer for Continual Dialogue Learning ACL 2022 How catastrophic can catastrophic forgetting be in linear regression? COLT 2022 Hyperbolic Feature Augmentation via Distribution Estimation and Infinite Sampling on Manifolds NeurIPS 2022 Learn and Review: Enhancing Continual Named Entity Recognition via Reviewing Synthetic Samples ACL 2022 Learning To Imagine: Diversify Memory for Incremental Learning Using Unlabeled Data CVPR 2022 MetaFSCIL: A Meta-Learning Approach for Few-Shot Class Incremental Learning CVPR 2022 Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental Learning CVPR 2022 Pretrained Language Model in Continual Learning: A Comparative Study ICLR 2022 Retaining Knowledge for Learning with Dynamic Definition NeurIPS 2022 S-Prompts Learning with Pre-trained Transformers: An Occam’s Razor for Domain Incremental Learning NeurIPS 2022 TemporalWiki: A Lifelong Benchmark for Training and Evaluating Ever-Evolving Language Models EMNLP 2022 Towards Continual Knowledge Learning of Language Models ICLR 2022 Towards Teachable Reasoning Systems: Using a Dynamic Memory of User Feedback for Continual System Improvement EMNLP 2022 Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning NeurIPS 2021 AFEC: Active Forgetting of Negative Transfer in Continual Learning NeurIPS 2021 Lifelong Event Detection with Knowledge Transfer EMNLP 2021 Lifelong Learning with Sketched Structural Regularization ACML 2021 Multi-Domain Multi-Task Rehearsal for Lifelong Learning AAAI 2021