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Continual Learning

118 papers

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Papers

Gradient Reweighting: Towards Imbalanced Class-Incremental Learning CVPR 2024
Semantically-Shifted Incremental Adapter-Tuning is A Continual ViTransformer CVPR 2024
Exploring Orthogonality in Open World Object Detection CVPR 2024
Continual-MAE: Adaptive Distribution Masked Autoencoders for Continual Test-Time Adaptation CVPR 2024
Consistent Prompting for Rehearsal-Free Continual Learning CVPR 2024
NICE: Neurogenesis Inspired Contextual Encoding for Replay-free Class Incremental Learning CVPR 2024
SEEKR: Selective Attention-Guided Knowledge Retention for Continual Learning of Large Language Models EMNLP 2024
Empowering Large Language Model for Continual Video Question Answering with Collaborative Prompting EMNLP 2024
Breaking Language Barriers: Cross-Lingual Continual Pre-Training at Scale EMNLP 2024
Lifelong Event Detection via Optimal Transport EMNLP 2024
CoGen: Learning from Feedback with Coupled Comprehension and Generation EMNLP 2024
Lifelong Knowledge Editing for LLMs with Retrieval-Augmented Continuous Prompt Learning EMNLP 2024
Gradient Localization Improves Lifelong Pretraining of Language Models EMNLP 2024
Continual Learning with Pre-Trained Models: A Survey IJCAI 2024
Overcoming Recency Bias of Normalization Statistics in Continual Learning: Balance and Adaptation NIPS 2023
CLeAR: Continual Learning on Algorithmic Reasoning for Human-like Intelligence NIPS 2023
Continual Learning with Scaled Gradient Projection AAAI 2023
Sparse Coding in a Dual Memory System for Lifelong Learning AAAI 2023
Isolation and Impartial Aggregation: A Paradigm of Incremental Learning without Interference AAAI 2023
A Continual Pre-training Approach to Tele-Triaging Pregnant Women in Kenya AAAI 2023
Prompts Can Play Lottery Tickets Well: Achieving Lifelong Information Extraction via Lottery Prompt Tuning ACL 2023
Learning “O” Helps for Learning More: Handling the Unlabeled Entity Problem for Class-incremental NER ACL 2023
Rehearsal-free Continual Language Learning via Efficient Parameter Isolation ACL 2023
Exploring Continual Learning for Code Generation Models ACL 2023
Class-Incremental Learning based on Label Generation ACL 2023