Continual Learning

Forgetting, Ignorance or Myopia: Revisiting Key Challenges in Online Continual Learning NeurIPS 2024 GACL: Exemplar-Free Generalized Analytic Continual Learning NeurIPS 2024 Genuine Knowledge from Practice: Diffusion Test-Time Adaptation for Video Adverse Weather Removal CVPR 2024 Gradient Localization Improves Lifelong Pretraining of Language Models EMNLP 2024 Gradient Reweighting: Towards Imbalanced Class-Incremental Learning CVPR 2024 ICL: Iterative Continual Learning for Multi-domain Neural Machine Translation EMNLP 2024 InfLoRA: Interference-Free Low-Rank Adaptation for Continual Learning CVPR 2024 Intentional Evolutionary Learning for Untrimmed Videos with Long Tail Distribution AAAI 2024 Interactive Continual Learning: Fast and Slow Thinking CVPR 2024 Layer-Wise Auto-Weighting for Non-Stationary Test-Time Adaptation WACV 2024 Learning Task-Aware Language-Image Representation for Class-Incremental Object Detection AAAI 2024 Learn or Recall? Revisiting Incremental Learning with Pre-trained Language Models ACL 2024 LEMoE: Advanced Mixture of Experts Adaptor for Lifelong Model Editing of Large Language Models EMNLP 2024 LLaMA-MoE: Building Mixture-of-Experts from LLaMA with Continual Pre-Training EMNLP 2024 LLMs Can Evolve Continually on Modality for X-Modal Reasoning NeurIPS 2024 Long-Tail Class Incremental Learning via Independent Sub-prototype Construction CVPR 2024 M2SD:Multiple Mixing Self-Distillation for Few-Shot Class-Incremental Learning AAAI 2024 MoML: Online Meta Adaptation for 3D Human Motion Prediction CVPR 2024 Multi-world Model in Continual Reinforcement Learning AAAI 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 Orchestrating Plasticity and Stability: A Continual Knowledge Graph Embedding Framework with Bio-Inspired Dual-Mask Mechanism ACML 2024 Overcoming Catastrophic Forgetting by Exemplar Selection in Task-oriented Dialogue System ACL 2024 Persistence Homology Distillation for Semi-supervised Continual Learning NeurIPS 2024 Preserving Generalization of Language models in Few-shot Continual Relation Extraction EMNLP 2024