Continual Learning

CMR Scaling Law: Predicting Critical Mixture Ratios for Continual Pre-training of Language Models EMNLP 2024 CoGen: Learning from Feedback with Coupled Comprehension and Generation EMNLP 2024 CogGPT: Unleashing the Power of Cognitive Dynamics on Large Language Models EMNLP 2024 Coherent Temporal Synthesis for Incremental Action Segmentation CVPR 2024 CoIN: A Benchmark of Continual Instruction Tuning for Multimodel Large Language Models NeurIPS 2024 Collaborative Learning across Heterogeneous Systems with Pre-Trained Models AAAI 2024 Confucius: Iterative Tool Learning from Introspection Feedback by Easy-to-Difficult Curriculum AAAI 2024 Consistent Prompting for Rehearsal-Free Continual Learning CVPR 2024 Context-aware and Style-related Incremental Decoding Framework for Discourse-Level Literary Translation EMNLP 2024 Context-guided Continual Reinforcement Learning for Landmark Detection with Incomplete Data MICCAI 2024 Continual Atlas-Based Segmentation of Prostate MRI WACV 2024 Continual Audio-Visual Sound Separation NeurIPS 2024 Continual Compositional Zero-Shot Learning IJCAI 2024 Continual Contrastive Spoken Language Understanding ACL 2024 Continual Dialogue State Tracking via Reason-of-Select Distillation ACL 2024 Continual Domain Adversarial Adaptation via Double-Head Discriminators AISTATS 2024 Continual Few-shot Event Detection via Hierarchical Augmentation Networks COLING 2024 Continual Few-shot Relation Extraction via Adaptive Gradient Correction and Knowledge Decomposition ACL 2024 Continual Forgetting for Pre-trained Vision Models CVPR 2024 Continual Learning for Motion Prediction Model via Meta-Representation Learning and Optimal Memory Buffer Retention Strategy CVPR 2024 Continual Learning in an Open and Dynamic World AAAI 2024 Continual Learning in the Frequency Domain NeurIPS 2024 Continual Learning in the Presence of Spurious Correlations: Analyses and a Simple Baseline ICLR 2024 Continual learning of multi-modal dynamics with external memory L4DC 2024 Continual Learning of Unsupervised Monocular Depth From Videos WACV 2024