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Continual Learning

1895 directly classified papers

Papers per year

Papers

FastICARL: Fast Incremental Classifier and Representation Learning with Efficient Budget Allocation in Audio Sensing Applications INTERSPEECH 2021
Preventing Overfitting via Sample Reweighting for Recommender System Incremental Update (Student Abstract) AAAI 2021
Sharing Less is More: Lifelong Learning in Deep Networks with Selective Layer Transfer ICML 2021
Addressing Catastrophic Forgetting in Few-Shot Problems ICML 2021
TrafficStream: A Streaming Traffic Flow Forecasting Framework Based on Graph Neural Networks and Continual Learning IJCAI 2021
Object Recognition With Continual Open Set Domain Adaptation for Home Robot WACV 2021
Knowledge Consolidation based Class Incremental Online Learning with Limited Data IJCAI 2021
Competence-based Multimodal Curriculum Learning for Medical Report Generation IJCNLP 2021
Continual Few-Shot Learning for Text Classification EMNLP 2021
CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks EMNLP 2021
Improving the Quality Trade-Off for Neural Machine Translation Multi-Domain Adaptation EMNLP 2021
Refining Sample Embeddings with Relation Prototypes to Enhance Continual Relation Extraction IJCNLP 2021
Continuous Learning in Neural Machine Translation using Bilingual Dictionaries EACL 2021
Elastic weight consolidation for better bias inoculation EACL 2021
Towards Realistic Single-Task Continuous Learning Research for NER EMNLP 2021
BNS: Building Network Structures Dynamically for Continual Learning NIPS 2021
Generative vs. Discriminative: Rethinking The Meta-Continual Learning NIPS 2021
Class-Incremental Learning via Dual Augmentation NIPS 2021
DualNet: Continual Learning, Fast and Slow NIPS 2021
A Theoretical Analysis of Catastrophic Forgetting through the NTK Overlap Matrix AISTATS 2021
RMM: Reinforced Memory Management for Class-Incremental Learning NIPS 2021
Few-Shot Lifelong Learning AAAI 2021
IIRC: Incremental Implicitly-Refined Classification CVPR 2021
Adaptive Aggregation Networks for Class-Incremental Learning CVPR 2021
Rainbow Memory: Continual Learning With a Memory of Diverse Samples CVPR 2021