Continual Learning

Empowering Large Language Model for Continual Video Question Answering with Collaborative Prompting EMNLP 2024 Enhancing Visual Continual Learning with Language-Guided Supervision CVPR 2024 Exploring Orthogonality in Open World Object Detection CVPR 2024 Gradient Localization Improves Lifelong Pretraining of Language Models EMNLP 2024 Gradient Reweighting: Towards Imbalanced Class-Incremental Learning CVPR 2024 Happy: A Debiased Learning Framework for Continual Generalized Category Discovery NeurIPS 2024 Kalman Filter for Online Classification of Non-Stationary Data ICLR 2024 Learning Continual Compatible Representation for Re-indexing Free Lifelong Person Re-identification CVPR 2024 Learn or Recall? Revisiting Incremental Learning with Pre-trained Language Models ACL 2024 Lifelong Event Detection via Optimal Transport EMNLP 2024 Lifelong Knowledge Editing for LLMs with Retrieval-Augmented Continuous Prompt Learning EMNLP 2024 NICE: Neurogenesis Inspired Contextual Encoding for Replay-free Class Incremental Learning CVPR 2024 Orchestrate Latent Expertise: Advancing Online Continual Learning with Multi-Level Supervision and Reverse Self-Distillation CVPR 2024 Overcoming Catastrophic Forgetting by Exemplar Selection in Task-oriented Dialogue System ACL 2024 RanDumb: Random Representations Outperform Online Continually Learned Representations NeurIPS 2024 SEEKR: Selective Attention-Guided Knowledge Retention for Continual Learning of Large Language Models EMNLP 2024 Semantically-Shifted Incremental Adapter-Tuning is A Continual ViTransformer CVPR 2024 ViLCo-Bench: VIdeo Language COntinual learning Benchmark NeurIPS 2024 Wings: Learning Multimodal LLMs without Text-only Forgetting NeurIPS 2024 A Continual Pre-training Approach to Tele-Triaging Pregnant Women in Kenya AAAI 2023 AttriCLIP: A Non-Incremental Learner for Incremental Knowledge Learning CVPR 2023 Batch Model Consolidation: A Multi-Task Model Consolidation Framework CVPR 2023 BiRT: Bio-inspired Replay in Vision Transformers for Continual Learning ICML 2023 Building a Subspace of Policies for Scalable Continual Learning ICLR 2023 Can BERT Refrain from Forgetting on Sequential Tasks? A Probing Study ICLR 2023