Continual Learning

Mind the Gap: Assessing Temporal Generalization in Neural Language Models NeurIPS 2021 Mitigating Forgetting in Online Continual Learning with Neuron Calibration NeurIPS 2021 Mitigating Temporal-Drift: A Simple Approach to Keep NER Models Crisp NAACL 2021 Modeling financial uncertainty with multivariate temporal entropy-based curriculums UAI 2021 Multi-Domain Multi-Task Rehearsal for Lifelong Learning AAAI 2021 Multi-Level Curriculum for Training a Distortion-Aware Barrel Distortion Rectification Model ICCV 2021 Multitask Learning for Emotionally Analyzing Sexual Abuse Disclosures NAACL 2021 Natural continual learning: success is a journey, not (just) a destination NeurIPS 2021 Object Recognition With Continual Open Set Domain Adaptation for Home Robot WACV 2021 On Learning the Geodesic Path for Incremental Learning CVPR 2021 Online Class-Incremental Continual Learning with Adversarial Shapley Value AAAI 2021 Online Continual Learning With Natural Distribution Shifts: An Empirical Study With Visual Data ICCV 2021 Online Meta-Learning via Learning with Layer-Distributed Memory NeurIPS 2021 Online probabilistic label trees AISTATS 2021 On Plasticity, Invariance, and Mutually Frozen Weights in Sequential Task Learning NeurIPS 2021 Optimizing Reusable Knowledge for Continual Learning via Metalearning NeurIPS 2021 ORDisCo: Effective and Efficient Usage of Incremental Unlabeled Data for Semi-Supervised Continual Learning CVPR 2021 Overcoming Catastrophic Forgetting by Bayesian Generative Regularization ICML 2021 Overcoming Catastrophic Forgetting in Graph Neural Networks AAAI 2021 Overcoming Catastrophic Forgetting in Graph Neural Networks with Experience Replay AAAI 2021 Overcoming Catastrophic Forgetting in Incremental Few-Shot Learning by Finding Flat Minima NeurIPS 2021 Overcoming Conflicting Data when Updating a Neural Semantic Parser EMNLP 2021 PLOP: Learning Without Forgetting for Continual Semantic Segmentation CVPR 2021 Posterior Meta-Replay for Continual Learning NeurIPS 2021 Preserving Cross-Linguality of Pre-trained Models via Continual Learning ACL 2021