Continual Learning

Preservation of the Global Knowledge by Not-True Distillation in Federated Learning NeurIPS 2022 Preventing Catastrophic Forgetting and Distribution Mismatch in Knowledge Distillation via Synthetic Data WACV 2022 Probing Representation Forgetting in Supervised and Unsupervised Continual Learning CVPR 2022 Prompt Augmented Generative Replay via Supervised Contrastive Learning for Lifelong Intent Detection NAACL 2022 Prompt Conditioned VAE: Enhancing Generative Replay for Lifelong Learning in Task-Oriented Dialogue EMNLP 2022 Provable Continual Learning via Sketched Jacobian Approximations AISTATS 2022 Provable Lifelong Learning of Representations AISTATS 2022 Proving Theorems using Incremental Learning and Hindsight Experience Replay ICML 2022 Rainbow Keywords: Efficient Incremental Learning for Online Spoken Keyword Spotting Interspeech 2022 Reduce Catastrophic Forgetting of Dense Retrieval Training with Teleportation Negatives EMNLP 2022 Reducing Catastrophic Forgetting in Self Organizing Maps with Internally-Induced Generative Replay (Student Abstract) AAAI 2022 Reducing Geographic Disparities in Automatic Speech Recognition via Elastic Weight Consolidation Interspeech 2022 Remember the Past: Distilling Datasets into Addressable Memories for Neural Networks NeurIPS 2022 Repairing Neural Networks by Leaving the Right Past Behind NeurIPS 2022 Representational Continuity for Unsupervised Continual Learning ICLR 2022 Representation Compensation Networks for Continual Semantic Segmentation CVPR 2022 Retaining Knowledge for Learning with Dynamic Definition NeurIPS 2022 Rethinking Video Anomaly Detection - A Continual Learning Approach WACV 2022 Retrospective Adversarial Replay for Continual Learning NeurIPS 2022 Same State, Different Task: Continual Reinforcement Learning without Interference AAAI 2022 Search Space Expansion for Efficient Incremental Inductive Logic Programming from Streamed Data IJCAI 2022 Self-Supervised Models Are Continual Learners CVPR 2022 Self-Sustaining Representation Expansion for Non-Exemplar Class-Incremental Learning CVPR 2022 Semi-Supervised Lifelong Language Learning EMNLP 2022 Short-Term Plasticity Neurons Learning to Learn and Forget ICML 2022