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continual learning

1164 papers

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Also known as

CL

Co-occurring keywords

catastrophic forgetting (939) knowledge distillation (3680) representation learning (6174) domain adaptation (4578) class-incremental learning (154) incremental learning (278) neural network (6616) transfer learning (5442) few-shot learning (3390) online learning (1770)

Papers

VariGrow: Variational Architecture Growing for Task-Agnostic Continual Learning based on Bayesian Novelty ICML 2022
Same State, Different Task: Continual Reinforcement Learning without Interference AAAI 2022
Structure Learning-Based Task Decomposition for Reinforcement Learning in Non-stationary Environments AAAI 2022
Continual Predictive Learning From Videos CVPR 2022
Overcoming Catastrophic Forgetting in Incremental Object Detection via Elastic Response Distillation CVPR 2022
Continual Learning for Visual Search With Backward Consistent Feature Embedding CVPR 2022
On the Road to Online Adaptation for Semantic Image Segmentation CVPR 2022
TimeLMs: Diachronic Language Models from Twitter ACL 2022
Learn and Review: Enhancing Continual Named Entity Recognition via Reviewing Synthetic Samples ACL 2022
Lifelong Pretraining: Continually Adapting Language Models to Emerging Corpora ACL 2022
Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental Learning CVPR 2022
Online Continual Learning on a Contaminated Data Stream With Blurry Task Boundaries CVPR 2022
On Continual Model Refinement in Out-of-Distribution Data Streams ACL 2022
Hierarchical Inductive Transfer for Continual Dialogue Learning ACL 2022
Overcoming Catastrophic Forgetting beyond Continual Learning: Balanced Training for Neural Machine Translation ACL 2022
Continual Prompt Tuning for Dialog State Tracking ACL 2022
Continual Sequence Generation with Adaptive Compositional Modules ACL 2022
Fine-tuned Language Models are Continual Learners EMNLP 2022
TemporalWiki: A Lifelong Benchmark for Training and Evaluating Ever-Evolving Language Models EMNLP 2022
Towards Teachable Reasoning Systems: Using a Dynamic Memory of User Feedback for Continual System Improvement EMNLP 2022
Continual Learning for Natural Language Generations with Transformer Calibration EMNLP 2022
Reduce Catastrophic Forgetting of Dense Retrieval Training with Teleportation Negatives EMNLP 2022
Federated Continual Learning for Text Classification via Selective Inter-client Transfer EMNLP 2022
Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity Recognition EMNLP 2022
CLLE: A Benchmark for Continual Language Learning Evaluation in Multilingual Machine Translation EMNLP 2022