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Continual Learning

1895 directly classified papers

Papers per year

Papers

Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation EMNLP 2022
Towards Teachable Reasoning Systems: Using a Dynamic Memory of User Feedback for Continual System Improvement EMNLP 2022
Entropy-Based Vocabulary Substitution for Incremental Learning in Multilingual Neural Machine Translation EMNLP 2022
Continual Learning for Natural Language Generations with Transformer Calibration EMNLP 2022
Static-Dynamic Co-teaching for Class-Incremental 3D Object Detection AAAI 2022
Preventing Catastrophic Forgetting and Distribution Mismatch in Knowledge Distillation via Synthetic Data WACV 2022
Continually Detection, Rapidly React: Unseen Rumors Detection Based on Continual Prompt-Tuning COLING 2022
S-Prompts Learning with Pre-trained Transformers: An Occam’s Razor for Domain Incremental Learning NIPS 2022
Wild-Time: A Benchmark of in-the-Wild Distribution Shift over Time NIPS 2022
Repairing Neural Networks by Leaving the Right Past Behind NIPS 2022
Beyond Not-Forgetting: Continual Learning with Backward Knowledge Transfer NIPS 2022
Deep Cascade Learning for Optimal Medical Image Feature Representation MLHC 2022
Mitigating the Diminishing Effect of Elastic Weight Consolidation COLING 2022
Ask Question First for Enhancing Lifelong Language Learning COLING 2022
Reducing Catastrophic Forgetting in Self Organizing Maps with Internally-Induced Generative Replay (Student Abstract) AAAI 2022
Same State, Different Task: Continual Reinforcement Learning without Interference AAAI 2022
Wide Neural Networks Forget Less Catastrophically ICML 2022
Chunk Dynamic Updating for Group Lasso with ODEs AAAI 2022
Exploring Few-Shot Fine-Tuning Strategies for Models of Visually Grounded Speech INTERSPEECH 2022
Overcoming Catastrophic Forgetting During Domain Adaptation of Seq2seq Language Generation NAACL 2022
How catastrophic can catastrophic forgetting be in linear regression? COLT 2022
Continual Learning via Sequential Function-Space Variational Inference ICML 2022
Dataset Knowledge Transfer for Class-Incremental Learning Without Memory WACV 2022
Learning Multi-Objective Curricula for Robotic Policy Learning CORL 2022
Fast Lifelong Adaptive Inverse Reinforcement Learning from Demonstrations CORL 2022