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Continual Learning

309 directly classified papers

Papers per year

Papers

Incremental Intent Detection for Medical Domain with Contrast Replay Networks ACL 2022
ELLE: Efficient Lifelong Pre-training for Emerging Data ACL 2022
TimeLMs: Diachronic Language Models from Twitter ACL 2022
Learning To Prompt for Continual Learning CVPR 2022
Fine-tuned Language Models are Continual Learners EMNLP 2022
TemporalWiki: A Lifelong Benchmark for Training and Evaluating Ever-Evolving Language Models EMNLP 2022
Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation EMNLP 2022
Continual Training of Language Models for Few-Shot Learning EMNLP 2022
Prompt Conditioned VAE: Enhancing Generative Replay for Lifelong Learning in Task-Oriented Dialogue EMNLP 2022
Continual Learning for Natural Language Generations with Transformer Calibration EMNLP 2022
ConTinTin: Continual Learning from Task Instructions ACL 2022
Continual Prompt Tuning for Dialog State Tracking ACL 2022
Where to Go for the Holidays: Towards Mixed-Type Dialogs for Clarification of User Goals ACL 2022
Lifelong Generative Modelling Using Dynamic Expansion Graph Model AAAI 2022
Continual Learning through Retrieval and Imagination AAAI 2022
Same State, Different Task: Continual Reinforcement Learning without Interference AAAI 2022
Self-Supervised Models Are Continual Learners CVPR 2022
Hyperbolic Feature Augmentation via Distribution Estimation and Infinite Sampling on Manifolds NIPS 2022
Remember the Past: Distilling Datasets into Addressable Memories for Neural Networks NIPS 2022
Learning a Condensed Frame for Memory-Efficient Video Class-Incremental Learning NIPS 2022
Continual Learning for Visual Search With Backward Consistent Feature Embedding CVPR 2022
Gradient Regularized Contrastive Learning for Continual Domain Adaptation AAAI 2021
Optimizing Reusable Knowledge for Continual Learning via Metalearning NIPS 2021
CAM-GAN: Continual Adaptation Modules for Generative Adversarial Networks NIPS 2021
Formalizing the Generalization-Forgetting Trade-off in Continual Learning NIPS 2021