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Continual Learning

101 directly classified papers

Papers per year

Papers

ConTinTin: Continual Learning from Task Instructions ACL 2022
MetaFSCIL: A Meta-Learning Approach for Few-Shot Class Incremental Learning CVPR 2022
Towards Teachable Reasoning Systems: Using a Dynamic Memory of User Feedback for Continual System Improvement EMNLP 2022
TemporalWiki: A Lifelong Benchmark for Training and Evaluating Ever-Evolving Language Models EMNLP 2022
Learn and Review: Enhancing Continual Named Entity Recognition via Reviewing Synthetic Samples ACL 2022
Hierarchical Inductive Transfer for Continual Dialogue Learning ACL 2022
Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental Learning CVPR 2022
Hyperbolic Feature Augmentation via Distribution Estimation and Infinite Sampling on Manifolds NIPS 2022
Continual Training of Language Models for Few-Shot Learning EMNLP 2022
S-Prompts Learning with Pre-trained Transformers: An Occam’s Razor for Domain Incremental Learning NIPS 2022
ACIL: Analytic Class-Incremental Learning with Absolute Memorization and Privacy Protection NIPS 2022
Retaining Knowledge for Learning with Dynamic Definition NIPS 2022
Continual Learning In Environments With Polynomial Mixing Times NIPS 2022
AFEC: Active Forgetting of Negative Transfer in Continual Learning NIPS 2021
Multi-Domain Multi-Task Rehearsal for Lifelong Learning AAAI 2021
TAILOR: Teaching with Active and Incremental Learning for Object Registration AAAI 2021
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning NIPS 2021
Lifelong Event Detection with Knowledge Transfer EMNLP 2021
Preserving Cross-Linguality of Pre-trained Models via Continual Learning ACL 2021
Efficient Meta Lifelong-Learning with Limited Memory EMNLP 2020
Continual Learning for Natural Language Generation in Task-oriented Dialog Systems EMNLP 2020
Sequential Mastery of Multiple Visual Tasks: Networks Naturally Learn to Learn and Forget to Forget CVPR 2020
Continual Learning With Extended Kronecker-Factored Approximate Curvature CVPR 2020
Visually Grounded Continual Learning of Compositional Phrases EMNLP 2020
Episodic Memory in Lifelong Language Learning NIPS 2019