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Continual Learning

1,929 papers

Papers per year

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Papers

Remember More by Recalling Less: Investigating the Role of Batch Size in Continual Learning with Experience Replay (Student Abstract) AAAI 2021
TAILOR: Teaching with Active and Incremental Learning for Object Registration AAAI 2021
Refining Sample Embeddings with Relation Prototypes to Enhance Continual Relation Extraction ACL 2021
Rational LAMOL: A Rationale-based Lifelong Learning Framework ACL 2021
Continual Quality Estimation with Online Bayesian Meta-Learning ACL 2021
Continual Learning for Task-oriented Dialogue System with Iterative Network Pruning, Expanding and Masking ACL 2021
Learning to Solve NLP Tasks in an Incremental Number of Languages ACL 2021
Exploring Word Usage Change with Continuously Evolving Embeddings ACL 2021
Preserving Cross-Linguality of Pre-trained Models via Continual Learning ACL 2021
Lifelong Learning with Sketched Structural Regularization ACML 2021
Continual Learning using a Bayesian Nonparametric Dictionary of Weight Factors AISTATS 2021
A Theoretical Analysis of Catastrophic Forgetting through the NTK Overlap Matrix AISTATS 2021
Online probabilistic label trees AISTATS 2021
Continual Adaptation of Visual Representations via Domain Randomization and Meta-Learning CVPR 2021
Few-Shot Incremental Learning With Continually Evolved Classifiers CVPR 2021
Towards Open World Object Detection CVPR 2021
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations CVPR 2021
Distilling Causal Effect of Data in Class-Incremental Learning CVPR 2021
Hyper-LifelongGAN: Scalable Lifelong Learning for Image Conditioned Generation CVPR 2021
KSM: Fast Multiple Task Adaption via Kernel-Wise Soft Mask Learning CVPR 2021
Image De-Raining via Continual Learning CVPR 2021
Generalized Few-Shot Object Detection Without Forgetting CVPR 2021
Self-Promoted Prototype Refinement for Few-Shot Class-Incremental Learning CVPR 2021
Semantic-Aware Knowledge Distillation for Few-Shot Class-Incremental Learning CVPR 2021
Learning the Superpixel in a Non-Iterative and Lifelong Manner CVPR 2021