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Continual Learning

319 papers

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Papers

Rational LAMOL: A Rationale-based Lifelong Learning Framework ACL 2021
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations 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
Semantic-Aware Knowledge Distillation for Few-Shot Class-Incremental Learning CVPR 2021
Learning the Superpixel in a Non-Iterative and Lifelong Manner CVPR 2021
Continual Learning via Bit-Level Information Preserving CVPR 2021
Layerwise Optimization by Gradient Decomposition for Continual Learning CVPR 2021
Training Networks in Null Space of Feature Covariance for Continual Learning CVPR 2021
Efficient Feature Transformations for Discriminative and Generative Continual Learning CVPR 2021
Prototype Augmentation and Self-Supervision for Incremental Learning CVPR 2021
Rainbow Memory: Continual Learning With a Memory of Diverse Samples CVPR 2021
DER: Dynamically Expandable Representation for Class Incremental Learning CVPR 2021
ORDisCo: Effective and Efficient Usage of Incremental Unlabeled Data for Semi-Supervised Continual Learning CVPR 2021
Adaptive Aggregation Networks for Class-Incremental Learning CVPR 2021
Incremental Learning via Rate Reduction CVPR 2021
PLOP: Learning Without Forgetting for Continual Semantic Segmentation CVPR 2021
IIRC: Incremental Implicitly-Refined Classification 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
Wanderlust: Online Continual Object Detection in the Real World ICCV 2021
Continual Deep Learning by Functional Regularisation of Memorable Past NIPS 2020
Understanding the Role of Training Regimes in Continual Learning NIPS 2020
Continual Learning in Low-rank Orthogonal Subspaces NIPS 2020