Continual Learning

Joint Input and Output Coordination for Class-Incremental Learning IJCAI 2024 Kaizen: Practical Self-Supervised Continual Learning With Continual Fine-Tuning WACV 2024 Knowledge-Preserving Pluggable Modules for Multilingual Speech Translation Tasks Interspeech 2024 Label Delay in Online Continual Learning NeurIPS 2024 Layer-Wise Auto-Weighting for Non-Stationary Test-Time Adaptation WACV 2024 Learning Continual Compatible Representation for Re-indexing Free Lifelong Person Re-identification CVPR 2024 Learning Equi-angular Representations for Online Continual Learning CVPR 2024 Learning from One Continuous Video Stream CVPR 2024 Learning Representations on the Unit Sphere: Investigating Angular Gaussian and Von Mises-Fisher Distributions for Online Continual Learning AAAI 2024 Learning Successor Features the Simple Way NeurIPS 2024 Learning Task-Aware Language-Image Representation for Class-Incremental Object Detection AAAI 2024 Learning to Prompt Knowledge Transfer for Open-World Continual Learning AAAI 2024 Learning to Route for Dynamic Adapter Composition in Continual Learning with Language Models EMNLP 2024 Learning to Unlearn: Instance-Wise Unlearning for Pre-trained Classifiers AAAI 2024 Learn it or Leave it: Module Composition and Pruning for Continual Learning ACL 2024 Learn more, but bother less: parameter efficient continual learning NeurIPS 2024 Learn or Recall? Revisiting Incremental Learning with Pre-trained Language Models ACL 2024 Leitner-Guided Memory Replay for Cross-lingual Continual Learning NAACL 2024 LEMoE: Advanced Mixture of Experts Adaptor for Lifelong Model Editing of Large Language Models EMNLP 2024 Less is More: Pre-Training Cross-Lingual Small-Scale Language Models with Cognitively-Plausible Curriculum Learning Strategies CoNLL 2024 Leveraging Hamilton-Jacobi PDEs with time-dependent Hamiltonians for continual scientific machine learning L4DC 2024 LFME: A Simple Framework for Learning from Multiple Experts in Domain Generalization NeurIPS 2024 Lifelong Event Detection via Optimal Transport EMNLP 2024 Lifelong Event Detection with Embedding Space Separation and Compaction NAACL 2024 Lifelong Learning MOS Prediction for Synthetic Speech Quality Evaluation Interspeech 2024