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Continual Learning

1895 directly classified papers

Papers per year

Papers

Task-Free Continual Learning via Online Discrepancy Distance Learning NIPS 2022
Few-Shot Continual Active Learning by a Robot NIPS 2022
Preservation of the Global Knowledge by Not-True Distillation in Federated Learning NIPS 2022
Efficient Test-Time Model Adaptation without Forgetting ICML 2022
Online Continual Learning through Mutual Information Maximization ICML 2022
Hierarchical Curriculum Learning for AMR Parsing ACL 2022
Few-Shot Class-Incremental Learning for Named Entity Recognition ACL 2022
Learning what to remember ALT 2022
Prompt Augmented Generative Replay via Supervised Contrastive Learning for Lifelong Intent Detection NAACL 2022
Continual learning: a feature extraction formalization, an efficient algorithm, and fundamental obstructions NIPS 2022
How Well Do Unsupervised Learning Algorithms Model Human Real-time and Life-long Learning? NIPS 2022
Fine-tuned Language Models are Continual Learners EMNLP 2022
ALIFE: Adaptive Logit Regularizer and Feature Replay for Incremental Semantic Segmentation NIPS 2022
Comparison and Analysis of New Curriculum Criteria for End-to-End ASR INTERSPEECH 2022
Dealing with Unknowns in Continual Learning for End-to-end Automatic Speech Recognition INTERSPEECH 2022
Reducing Geographic Disparities in Automatic Speech Recognition via Elastic Weight Consolidation INTERSPEECH 2022
BMU-MoCo: Bidirectional Momentum Update for Continual Video-Language Modeling NIPS 2022
Decomposed Knowledge Distillation for Class-Incremental Semantic Segmentation NIPS 2022
Updating Only Encoders Prevents Catastrophic Forgetting of End-to-End ASR Models INTERSPEECH 2022
Continual Learning In Environments With Polynomial Mixing Times NIPS 2022
A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal NIPS 2022
Disentangling Transfer in Continual Reinforcement Learning NIPS 2022
Online Continual Learning of End-to-End Speech Recognition Models INTERSPEECH 2022
HiCu: Leveraging Hierarchy for Curriculum Learning in Automated ICD Coding MLHC 2022
TemporalWiki: A Lifelong Benchmark for Training and Evaluating Ever-Evolving Language Models EMNLP 2022