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Continual Learning

309 directly classified papers

Papers per year

Papers

Posterior Meta-Replay for Continual Learning NIPS 2021
Remember More by Recalling Less: Investigating the Role of Batch Size in Continual Learning with Experience Replay (Student Abstract) AAAI 2021
KSM: Fast Multiple Task Adaption via Kernel-Wise Soft Mask Learning CVPR 2021
Multi-Domain Multi-Task Rehearsal for Lifelong Learning AAAI 2021
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations CVPR 2021
Rainbow Memory: Continual Learning With a Memory of Diverse Samples CVPR 2021
Prototype Augmentation and Self-Supervision for Incremental Learning CVPR 2021
Total Recall: a Customized Continual Learning Method for Neural Semantic Parsers EMNLP 2021
Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning EMNLP 2021
Continual Learning in Multilingual NMT via Language-Specific Embeddings EMNLP 2021
Incremental Embedding Learning via Zero-Shot Translation AAAI 2021
PLOP: Learning Without Forgetting for Continual Semantic Segmentation CVPR 2021
RATT: Recurrent Attention to Transient Tasks for Continual Image Captioning NIPS 2020
What Makes Training Multi-Modal Classification Networks Hard? CVPR 2020
Learning to Segment the Tail CVPR 2020
Incremental Learning in Online Scenario CVPR 2020
Mnemonics Training: Multi-Class Incremental Learning Without Forgetting CVPR 2020
Maintaining Discrimination and Fairness in Class Incremental Learning CVPR 2020
Semantic Drift Compensation for Class-Incremental Learning CVPR 2020
Modeling the Background for Incremental Learning in Semantic Segmentation CVPR 2020
Continual Learning With Extended Kronecker-Factored Approximate Curvature CVPR 2020
Online Depth Learning Against Forgetting in Monocular Videos CVPR 2020
Conditional Channel Gated Networks for Task-Aware Continual Learning CVPR 2020
Lifelong Language Knowledge Distillation EMNLP 2020
Continual Learning Long Short Term Memory EMNLP 2020